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|
{
"cells": [
{
"cell_type": "markdown",
"id": "ebfce4c6",
"metadata": {},
"source": [
"# Imports and Functions"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "dcdc990f",
"metadata": {},
"outputs": [],
"source": [
"from sunlab.fortran_src.aae_flib_tfnb import *"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "ff590465",
"metadata": {},
"outputs": [],
"source": [
"from sunlab.environment.base.cpu import *\n",
"from sunlab.environment.base.extras import *\n",
"from sunlab.globals import FILES\n",
"from sunlab.sunflow import *\n",
"from sunlab.common.mathlib.random_walks import get_gaussian_random_walks"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "fb886d8c",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.decomposition import PCA, KernelPCA\n",
"from sklearn.manifold import TSNE"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "31f7f192",
"metadata": {},
"outputs": [],
"source": [
"def get_trajectory_msds(trajectory, lag_count=10):\n",
" \"\"\"trajectories: (T, D)\"\"\"\n",
" from numpy import asfortranarray\n",
" from sunlab.fortran_src.aae_flib_tfnb import mmsds\n",
" X = asfortranarray(trajectory)\n",
" return mmsds(X, lag_count)\n",
"\n",
"def get_trajectories_msds(trajectories, lag_count=10):\n",
" \"\"\"trajectories: (T, N, D)\"\"\"\n",
" from numpy import asfortranarray, array\n",
" from sunlab.fortran_src.aae_flib_tfnb import mmsds\n",
" lags = []\n",
" X = asfortranarray(trajectories)\n",
" for seq in range(X.shape[1]):\n",
" lags.append(mmsds(X[:,seq,:], lag_count))\n",
" return array(lags).T"
]
},
{
"cell_type": "markdown",
"id": "cb02bc7e",
"metadata": {},
"source": [
"# Setup"
]
},
{
"cell_type": "code",
"execution_count": 118,
"id": "3230e8e7",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(20, 20, 13)"
]
},
"execution_count": 118,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"_R = np.inf\n",
"_R = 1\n",
"gaussian_random_walk = get_gaussian_random_walks(N=20, T=20, D=13, R=_R) + 0.5\n",
"gaussian_random_walk.shape"
]
},
{
"cell_type": "code",
"execution_count": 119,
"id": "785d624b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(20, 20, 2)"
]
},
"execution_count": 119,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pca_model = PCA(2)\n",
"Y_pca = pca_model.fit_transform(gaussian_random_walk.reshape((-1,13)))\n",
"Y_pca = Y_pca.reshape([gaussian_random_walk.shape[i] for i in [0,1]] + [-1,])\n",
"Y_pca.shape"
]
},
{
"cell_type": "code",
"execution_count": 120,
"id": "8780db2f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(20, 20, 2)"
]
},
"execution_count": 120,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kpca_model = KernelPCA(2, kernel='poly')\n",
"Y_kpca = kpca_model.fit_transform(gaussian_random_walk.reshape((-1,13)))\n",
"Y_kpca = Y_kpca.reshape([gaussian_random_walk.shape[i] for i in [0,1]] + [-1,])\n",
"Y_kpca.shape"
]
},
{
"cell_type": "code",
"execution_count": 121,
"id": "3322409c",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/physics/cunnichr/.conda/envs/tfnb/lib/python3.9/site-packages/sklearn/manifold/_t_sne.py:780: FutureWarning: The default initialization in TSNE will change from 'random' to 'pca' in 1.2.\n",
" warnings.warn(\n",
"/home/physics/cunnichr/.conda/envs/tfnb/lib/python3.9/site-packages/sklearn/manifold/_t_sne.py:790: FutureWarning: The default learning rate in TSNE will change from 200.0 to 'auto' in 1.2.\n",
" warnings.warn(\n"
]
},
{
"data": {
"text/plain": [
"(20, 20, 2)"
]
},
"execution_count": 121,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tsne_model = TSNE(2)\n",
"Y_tsne = tsne_model.fit_transform(gaussian_random_walk.reshape((-1,13)))\n",
"Y_tsne = Y_tsne.reshape([gaussian_random_walk.shape[i] for i in [0,1]] + [-1,])\n",
"Y_tsne.shape"
]
},
{
"cell_type": "code",
"execution_count": 122,
"id": "b379f1a6",
"metadata": {},
"outputs": [],
"source": [
"f_MSD = lambda x, a, b: a * x ** b"
]
},
{
"cell_type": "code",
"execution_count": 123,
"id": "9dcda608",
"metadata": {},
"outputs": [],
"source": [
"grw_traj_msds = get_trajectories_msds(gaussian_random_walk, lag_count=15).T\n",
"pca_traj_msds = get_trajectories_msds(Y_pca, lag_count=15).T\n",
"kpca_traj_msds = get_trajectories_msds(Y_kpca, lag_count=15).T\n",
"tsne_traj_msds = get_trajectories_msds(Y_tsne, lag_count=15).T"
]
},
{
"cell_type": "code",
"execution_count": 124,
"id": "c6156f20",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.4855710362737808"
]
},
"execution_count": 124,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grw_parameters = []\n",
"for idx in range(grw_traj_msds.shape[0]):\n",
" X = range(grw_traj_msds.shape[1])\n",
" Y = grw_traj_msds[idx,:]\n",
" parameter = curve_fit(f_MSD, X, Y)[0]\n",
" grw_parameters.append(parameter)\n",
"\n",
"grw_parameters = np.array(grw_parameters)\n",
"grw_parameters.mean(axis=0)[-1]"
]
},
{
"cell_type": "code",
"execution_count": 125,
"id": "94acdec8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.5974400860840807"
]
},
"execution_count": 125,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pca_parameters = []\n",
"for idx in range(pca_traj_msds.shape[0]):\n",
" X = range(pca_traj_msds.shape[1])\n",
" Y = pca_traj_msds[idx,:]\n",
" parameter = curve_fit(f_MSD, X, Y)[0]\n",
" pca_parameters.append(parameter)\n",
"\n",
"pca_parameters = np.array(pca_parameters)\n",
"pca_parameters.mean(axis=0)[-1]"
]
},
{
"cell_type": "code",
"execution_count": 126,
"id": "d40961bc",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.5942085067724623"
]
},
"execution_count": 126,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kpca_parameters = []\n",
"for idx in range(kpca_traj_msds.shape[0]):\n",
" X = range(kpca_traj_msds.shape[1])\n",
" Y = kpca_traj_msds[idx,:]\n",
" parameter = curve_fit(f_MSD, X, Y)[0]\n",
" kpca_parameters.append(parameter)\n",
"\n",
"kpca_parameters = np.array(kpca_parameters)\n",
"kpca_parameters.mean(axis=0)[-1]"
]
},
{
"cell_type": "code",
"execution_count": 127,
"id": "79b406f3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.9263647060532347"
]
},
"execution_count": 127,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tsne_parameters = []\n",
"for idx in range(tsne_traj_msds.shape[0]):\n",
" X = range(tsne_traj_msds.shape[1])\n",
" Y = tsne_traj_msds[idx,:]\n",
" parameter = curve_fit(f_MSD, X, Y)[0]\n",
" tsne_parameters.append(parameter)\n",
"\n",
"tsne_parameters = np.array(tsne_parameters)\n",
"tsne_parameters.mean(axis=0)[-1]"
]
},
{
"cell_type": "markdown",
"id": "001c1fbb",
"metadata": {},
"source": [
"# Runtime Parameters"
]
},
{
"cell_type": "code",
"execution_count": 128,
"id": "5ce1ed49",
"metadata": {},
"outputs": [],
"source": [
"SAVE_EXTRAS = False"
]
},
{
"cell_type": "code",
"execution_count": 129,
"id": "a85a22d9",
"metadata": {},
"outputs": [],
"source": [
"g_Base = lambda *args: DIR_ROOT + \"Figures/\""
]
},
{
"cell_type": "markdown",
"id": "27e84e37",
"metadata": {},
"source": [
"# Plots"
]
},
{
"cell_type": "code",
"execution_count": 130,
"id": "34b9e2bf",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"[plt.scatter2d(gaussian_random_walk[:,n,:2], s=1) for n in range(gaussian_random_walk.shape[1])]\n",
"_ = _"
]
},
{
"cell_type": "code",
"execution_count": 131,
"id": "4dcbfb98",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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8EABw4cIFFBcXKzKXzMxMAF1B25dffqnIGGYx+8bZiA2PxewbZ8t2zprat7F//zjU1L7t9vmExEcRGhKHhMRH+z3XsLj7kJGxz20A1d84ZFwVO4uwdt7DqNhZpPVUjM2R1xVAOfK0ngmRruguiProo48AAOHh4bjllls8Hjd+/HjX45KSEkXm0rPwPDBQd98qXZk2chp25OyQtWi7qvJVtLbVoqqybzYS8B4YyTkOGVdZ4RY01J9DWeEWradibKmzujJQqbO0ngmRruguMjh27BgAYPjw4QgK8twLdNSoUX1eI7cPP/wQABAUFIThw4crMgZ5JibTZIRxSBw5skhpU3MQFTMEaVNzZJwZEVEXXXUsb21tRX19PQBg2LBhXo+Njo5GeHg4mpubUV1dLftctm3bhiNHjgAA7rzzTkvUNenNsLj7VKlfUmscEqdnFumm7MmSznFT9mTJryUi6o+uMlGNjY2uxxEREf0eHx4eDgCS2hx4c/78ecybNw8AMGDAAPzhD3/o9zVtbW1oaGjo9UVkdJtKq5CxbA82lVapPjazSESkd7oKolpbW12Pg4OD+z0+JCQEANDS0iLbHK5cuYL7778fVVVdHxq/+c1vcPPNN/f7uqVLl8Jms7m+4uPjZZsTkVZWF59G7cUWrC4+rfrYN2VPRu6q15lJIiLd0lUQFRoa6nrc3t7e7/Hdhd9hYWGyzeGxxx7D9u3bAQB33XUXFi9e7NPrnn76aTidTteXEkuMRGqbm5mEOHsY5mYmaT0VIiLd0VVNVGRkpOuxL0t0zc3NAHxb+vPF008/jTVr1gAAHA4H3n33XQwYMMCn14aEhLgyY0RmMSM9ATPSE7SeBhGRLukuExUTEwMAqKmp8XrshQsXXEGUHEtny5cvx7JlywAAKSkp+OCDD2TNcJE22AOKiJTEf2OsTVdBFAAkJycDAE6dOoWODs/7nB0/frzPa6R65ZVXsHDhQte5/v73v8Nms/l1TtIHLXpA8R9VIutgnzlr010Q5XA4AHQt1X366acej+vu4QQAGRkZksd788038fOf/xwAcMMNN2DXrl2ubBgZnxY9oPiPqrZ39RGpiX3mrE13QdTUqVNdjzds2OD2mM7OTmzcuBEAYLfbkZWVJWms9957DzNnzoQgCBg2bBh2796N6667TtK5SJ/k6mouBv9R1fauPiI1df8bA4AZaAvSXRCVlpaGsWPHAgDWr1+PgwcP9jnmhRdecHUpf+KJJ/psPvzGG28gICAAAQEBePbZZ92Os2PHDvz0pz/FlStXMGTIEOzatQuJiYmyvhfSDzWX2LQI3PSGd/WR1TADbU26ujuv20svvYSMjAy0tLRg4sSJWLRoEbKystDS0oKCggLXHXQjRozA/PnzRZ+/tLQU99xzD9rb2zFw4EDk5+fj8uXLOHrU8+7kw4YNg91ul/qWSGM9/4GzcnCjFt7VR1aTkPgoqipftXQG2op0GUTdfPPNeOeddzBjxgw0NDRg0aJFfY4ZMWIEtm3b1qstgq+2b9+OS5cuAQAuX76M+++/v9/XbNiwAT/72c9Ej0X6wH/g+jq6rxaHtlciZVIiRo+L03o6lrf5xGas+2wdZt84W9aNvEkd3D7KmnS3nNdtypQpOHLkCPLy8jBixAgMGjQIdrsdY8aMwfLly3H48GFuCkw+4xJbX4e2V6LxfBsOba/UeioEYN1n61DXXId1n63TeiqGwztiSSsBgiAIWk/CjBoaGmCz2eB0Orl5sQL4W7v/tM5ENZXWobG4GpGZ8YhIj1V9fK1d/TPs6WeaP+v9279/HFrbahEaEucq8iaSSsznN4MohTCIUtbELRNR11yH2PBY7MjZofV0SIK6ZWW4crENA+whiF2YpvV0VOfrzzB/1vtXU/u2a7me2Wbyl5jPb90u5xF5M/vG2YgNj8XsG2drPRWSKDIzHgPsIYjM7NpxoGJnEdbOexgVO4s0npk6fP0ZNvLPulrLbFyuJ60wE6UQZqJIz7ReynNn7byH0VB/DqGRgxE5ZI6u5kbScJmNjIiZKCLySo9F5WlTcxAVMwRBIam6mxtJ43Pj2fL1QP7orj+JDISZKIUwE0V6psdMVDc9z40Ukj8acFYDtnggz3O/PiI1iPn81mWfKCJSVndw0p3t0VOwMnpcnGrzqdhZhLLCLUibmoObsierMia54cgDSvK7/iQyEC7nkamJLWy1Ur8ZPS7pqa2scAsa6s+hrHCL1lOxttRZXRmo1Flaz4RIFAZRZGpi97Oy0v5XKZMSETk4BCmTEt0+v6m0ChnL9mBTaZW6E1NRdx1W2tQcraeiqs0nNmPilonYfGKz1lMhMjTWRCmENVH6ILZ/DPvN/EvGsj2ovdiCOHsY9i+coPV0SEbsPUXkGe/OI/qW2P4x7DfzL3MzkxBnD8PczCStp6JLRu5rZeTeU0R6wkyUQpiJIjK37r5WUTFDkLvqda2nQ0QyYSaKiOhbR/fVYuOi/Ti6r1bW81q1nkpuZr2Zw6zvi3pjEEVEpnL1MptSdyHelD0ZuateZ2sEP5n1Zg6zvi/qjUEUEfVi9Lvyrm5b0N9diKQtn7uaG4xZ3xf1xpoohbAmShu8u85/Rr8rjw00icgfrIkiy2IK3X9K3JWn5p1sXGYjIrUwiCJTYQrdM1+X6WakJ2D/wgmYkZ4g29jsDN4bm13Kp7y8HPn5+SgvL9d6KmRBDKLIVNjnybPVxadRe7EFq4tPqz62Ue9kUyqDtu6zdahrrsO6z9bJel4rKikpgdPpRElJidZTIQtiEEVkEVo2zzTqEptSGTQ2u5SPw+GAzWaDw+HQeipkQUFaT4DIKIxetD4jPUHWJTorSJua4ypSl9OPIjoQF9uKhIgOWc9rRampqUhNTdV6GmRRvDtPIbw7z3z27x+H1rZahIbEISNjn9bT0Z2m0jo0FlcjMjMeEemxWk9H15T8WTJ6sE+kNd6dR6QAFq1711hcjSsX29BYXK31VHyiZUdpJX+WeIcqkXoYRBH5YPOJzXj44Buojfk5f7v3IDIzHgPsIYjMjAeg3HYrctEy2FDyBggG+0TqYRBF5APeTdW/iPRYxC5Mcy3llRaeRuP5NpQWqn83oC/MGmwY6Q5Vtnogo2MQReQD3k1lPkYKNsyKv5yQ0TGIIvLBtJHTsCNnB6aNnKb1VAwjfWoSIgeHIH2q+i0VzMxM2Rv+ciKelrV81BfvzlMI784jIiVM3DIRdc11iA2PxY6cHVpPh1TGu4SVx7vziIg88KXgXc9F8czeWJtZa/mMikEUkYLkXHppKq1D3bIyNJXWyTAz6zq0vRKN59twaHslAPfX6Opj9IRLy32ZaYmzP6zl0xcGUUQKkrNw1mh9mPQqZVIiIgeHIGVSIgD31+jqY0jfWKBOWmEQRSSjq4s+5Vx6uboPkxyMnN2SOvfR4+Lw4HMZGD0uDgAwvXUs7i3+Lqa3jvV4DOkblzhJKywsVwgLy63JaEWfdcvKcOViGwbYQxC7ME3r6Ygi19zXznsYDfXnEBUzBLmrXpdxhkRkRCwsJ9KI0Yo+lchuqUWuuadNzUFUzBDRmwxb+VZzK9UgEXnDTJRCmIkis7P6hsNGyzrKSUybhc0nNmPdZ+sw+8bZLIYnQ2AmiogUJ1ehuxx1WRU7i7B23sOo2Fnk11zEMFrWUU5iapBY9E1mxiCKSGNGXRaSazlNjmCsrHALGurPoaxwi9vnlQiyzHyreX/LdWLaLPQMuMrLy5Gfn4/y8nK5p0ykCQZRRBqrqnwVu7/5CvcXLzNUjcnVGw5LJUcw1l9dU39BFvUmZ/aoZ8BVUlICp9OJkpISGWZJpD0GUUQaS0h8FLsbQ3C+Q1B0yUOv7QzkCMZuyp6M3FWv46bsyW6fl1o8blVKtQxwOByw2WxwOByynpdIKywsVwgLy0kMNYpvPbUE2FRahdXFpzE3Mwkz0hNEn9fqBeZWUFP7NqoqX0VC4qOGWb404pxJH1hYTmQwamzl4WnZbHXxadRebMHq4tOSzstO6gZQvh7IH931pwRVla+ita0WVZWvyjwx5RhxzmQ8DKKILMLTstnczCTE2cMwNzNJ0nmN3GvKMkryAWd1158SGPFORCPOmYyHy3kK4XIeEelG+fquAMqRB6TO0no2RLom5vM7SKU5ERHJgjVYEqTOYvBEpAAu5xGRoYitwdKiESdZm1F7v5F4DKKISHX+7L0mtgaLPaJIbSxqtw4GUUSkOn+aOYrtK8UeUaS2/ora2bndPBhEEZGi3C2nKdXM0Z3+GnGSNSm55NbflkBqdG5noKYOBlFEOqHXjuL+crecpkZfLCJvtFpyKy8vR3t7O0JDQxXt3M4tdtTBIIpIJ8zatJLLaaRHWvWRKikpQUtLC0JCQpCamqrYONxiRx3sE6UQ9okisXjrPpH5lZeXo6SkBA6HQ9EgiqQT8/nNIEohDKJIKwzGiIik4955pAssbNSGWZcFybj4bwGZFYMoUgwLG7VhtL3sNpVWIWPZHmwqrdJ6KqQQ/ltAZsUgimTh7jdNFjb6zp/mk1cT20dJaf0FSauLT6P2YgtWF59WeWakFv5bQGbFIIpk4e43zdTUVOTl5bF40gf+NJ/Uu/6CpLmZSYizh2FuZpLKMyO1KP1vgT+/hHCLFvIHgyiSBX/T9I+azSfV1l+QNCM9AfsXTsCM9ASVZ2Z8rDXq4s8vIdyihfzBu/MUwrvziEhp+fn5cDqdsNlsyMvLk/Xcm09sxrrP1mH2jbN13xTVn7nW1L6NqspXkZD4qMcO42QtbHGgAwyiiPTDrB+USvYcmrhlIuqa6xAbHosdOTtkPXd/PF0vs15H0he2OCAi6sGsSzZK1hppucTs6XqZ9TqScTGIIlIAi1X1ZeDl6ehouQYDL0/XeiqGoeX+hp62ZNFqqxYiT7icpxAu51nb/v3j0NpWi9CQOGRk7NN6Orq1qbQKq4tPY25mkqKF5RsX7Ufj+TZEDg7Bg89loGJnEcoKtyBtag5uyp6s2Lhy4DYhROrich6Rxsz+G3NTaR3qlpWhqbTOr/OI6RF1dF8tNi7aj6P7an0foHw9kD8at99YisjBIUiZlAgAKCvcgob6cygr3CJx5j4OL8Pdc2xUSaRfDKKIFDAs7j5kZOwzbfGrXFvLiOkRdWh7JRrPt+HQ9krfByjJB5zViPt/G/DgcxkYPS4OAJA2NQdRMUOQNjVH4sx9HF6GAIjtQ4j0i8t5CuFyHhmJ2LuetNjk+Oi+WhzaXomUSYmuYKhf5eu7AilHHpA6S9kJuhueS3FEhsMWBzrAIIq0IPUWcNZwaUzjYI+I/oU1UUQWJfUWcH9quDxtucE7FEX4dtkRJflaz8Qncu71SGRkDKKITERqMORPDZenLTfY00cERx5gi+/60wDMvNcjkRgMoohMRIuCdk9NGT0FdMxiuJE6C8g7apilPDPv9UgkBmuiFMKaKLoat6zoouV2IkRE/WFNFJEOcXmrC7MYRGQWDKKIVGL0BpybSquQsWwPNpVW+XUeLbcTISKSE4MoIpWoWa+kRN2RmO7ihvNtZ3OUr9d6JkRkIAyiiExI7N1TvmSZxHQXNxyDtRggIn3QdRB15swZLFiwAMnJyQgPD8fgwYORlpaGlStX4tKlS7KNU1BQgDvvvBOxsbEIDQ1FYmIiHnjgAZSWlso2BpGaxNYd+ZJlmpGegP0LJyi6UbBmDNZigIj0Qbd3523btg33338/nE6n2+dHjhyJoqIi3HDDDZLHaG1txX/913/hgw8+cPt8YGAgnn32WSxevFj0uXl3HhnJptIqrC4+jbmZSboMkrTYZoaIrMnwd+dVVFRg2rRpcDqdiIiIwJIlS3DgwAHs3r0bubm5AIATJ07grrvuQlNTk+RxZs2a5QqgsrKyUFhYiLKyMqxfvx5JSUno7OzEb3/7W6xbx4ZyZG56zzLJteExEZGcdJmJysrKQnFxMYKCgrBv3z7cdtttvZ5//vnn8dRTTwEAfve73+G3v/2t6DE+/PBDZGZmAgCmTJmC//mf/8GAAQNcz9fX1+OWW27BmTNnEB0djX/+85+w2+0+n5+ZKPNiVkR9/J4b0+YTm7Hus3WYfeNs3o1JhmHoTFR5eTmKi4sBdGWKrg6gAGD+/PlITk4GALz44ou4fPmy6HFWrFgBABgwYABeeeWVXgEUAMTExGD58uUAgAsXLmD9et61Q12YFRFHjtYIEemxiF2YxgDKYLg9DJmd7oKowsJC1+OZM2e6PSYwMBAPPvgggK4Apzvo8lVTUxN2794NAMjOzsawYcPcHvfjH//YFYW+9957osYg84rMjMcAewgiM+O1nooheCtabyqtQ92yMjSV1mkwM1IaG6uS2ekuiProo48AAOHh4bjllls8Hjd+/HjX45KSElFjlJWVoa2trc95rhYcHIz09HTXa6RkvMh8mBURx1trBLWzegza1MXGqmR2uguijh07BgAYPnw4goKCPB43atSoPq8RO8bV5/E2TkdHB06ePClqHCLyXrSueFbvqiaaXIolIjnpKohqbW1FfX09AHhcYusWHR2N8PBwAEB1tbh/EHse39848fH/+sfd2zhtbW1oaGjo9UVkdRU7i7B23sOo2Fnk9nlfs3qSM0g9mmge3VeLz53t6AwN4lIsEclCV0FUY2Oj63FERES/x3cHUWLbHIgZp3uM/sZZunQpbDab66tn8EVkVWWFW9BQfw5lhVv8Oo/kDFKPJpqHtlfixIV2FLd3dgVt3OqFiPykqyCqtbXV9Tg4OLjf40NCQgAALS0tio3TPUZ/4zz99NNwOp2uL7HZMVJXeXk5li1bhuXLl6O8vFzr6ZhW2tQcRMUMQdrUHL/OI3nZL3UWkHcUSJ2FlEmJiBwcgpRJiQCAtj3LAGd1159ERBJ4LjrSQGhoqOtxe3t7v8d3F4eHhYUpNk73GP2NExIS0ivgIn0rKSlxBdMlJSVITU3VeEbmdFP2ZNyUPdnv80Skx/pdyD96XBxGj4tz/XeJkIpbsA+fCqm43d8JEpEl6SoTFRkZ6XrsyxJdc3MzAN+W/qSO0z2GlHFIvxwOB0JDQxEWFgaHw6H1dBT359p6jDnwOf5cW6/1VHQj6vY8bLDNR9Tt3C+PiKTRXSYqJiYG9fX1qKmp8XrshQsXXAGO2PqjnsXkNTU1GDNmjMdjey7Lsc7JPFJTUy2VfXq56ivUtF3Gy1Vf4aG4GK2no4mru55b7WeAiOSnq0wUAFcn8lOnTqGjo8PjccePH+/zGl99//vfd3seb+MEBQVh+PDhosYh0ovHE4ZiWMhAPJ4wVOupaIbtDYhIbroLorqXVpqbm/Hpp596PO7DDz90Pc7IyBA1RmpqqqugvOd5rtbe3o7S0tI+ryEymofiYvDJj36gShZq84nNmLhlIjaf2Kz4WGIo0ZOqvLwc+fn5vDmByKJ0F0RNnTrV9XjDhg1uj+ns7MTGjRsBAHa7HVlZWaLGiIyMxO23d5WS7tq1y+PS4Xvvvefq93TPPfeIGoPIqvS6X5oSneZLSkrgdDpF75pAROaguyAqLS0NY8eOBQCsX78eBw8e7HPMCy+84Oo6/sQTT2DgwIG9nn/jjTcQEBCAgIAAPPvss27HWbBgAYCuTuTz5s3DlStXej1fX1+PX//61wC6ArXZs7n3E5EvrLRfmsPhgM1ms8TNCUTUl64Ky7u99NJLyMjIQEtLCyZOnIhFixYhKysLLS0tKCgowJo1awAAI0aMwPz58yWNMWHCBEyfPh0FBQXYunUrsrOz8ctf/hLXXXcdPvvsMyxZsgRnzpwBACxbtgzR0dGyvT8iM5s2cppl9kpjcTqRtekyiLr55pvxzjvvYMaMGWhoaMCiRYv6HDNixAhs27atV7sCsV5//XU0NDSgqKgIe/fuxd69e3s9HxgYiMWLF2POnDmSxyAi+f25th4vV32FxxOGWvZuQyLSnu6W87pNmTIFR44cQV5eHkaMGIFBgwbBbrdjzJgxWL58OQ4fPuz33XJhYWHYtm0b3nrrLWRnZ2PIkCEIDg5GfHw87rvvPpSUlHhcDiQi7fRs2UBEpJUAQRAErSdhRg0NDbDZbHA6nYiKitJ6OkSK2XxiM9Z9tg6zb5ztcRmvYmcRygq3IG1qjquD+abSKqwuPo25mUmYkZ4gakxmoohIKWI+v3WbiSIiY/Dlbjx3GxGvLj6N2ostWF18us/xTaV1qFtWhqbSOrfnU7NlA9GFggKcnHA7LhQUaD0V3WB7jy4MoojIL77cjeduI+K5mUmIs4dhbmZSn+M9Ncb8xZvP4we7d+EXbz4v3xsg6kf9mrXoOHsW9WvWaj0V3WB7jy5czlMIl/OsRYnlJXdLYGo6uq8Wh7ZXImVSYq+Ne5XSc3lvKoJ7bdHS7Qe7d+GbwBhc01mPz2+/Q/E5EQFdmaj6NWsR80guoqdP13o6ulBeXo6SkhI4HA7T3aHK5TwilSlR6OxuCaxiZxHWznsYFTuLZBvHk0PbK9F4vg2HtlcqPhbQe3nPU2PM288exjWd9bj97GGfzqnWkgOXNswtevp0fG/PbgZQPaSmpiIvL890AZRYDKKIZKDE3nTulsDcBVY9yflhnjIpEZGDQ5AyKdHrcf5s8/Ln2nqMOfA5/lxb73V5r9ufHngSn99+B/70wJM+nV+tJQcubRBZE5fzFMLlPFJCf0t8+fn5cDqdsNlsyMvLU2VOE7dMRF1zHWLDY7EjZ4eo14458Dlq2i5jWMhAfPKjH8g+N7WWHMy8tEFkNWI+vxlEKYRBFGlBiw9zX1oceKJpq4Ly9UBJPuDIA1Jn9f//icgSGETpAIMoUgL7I8kofzTgrAZs8UDe0f7/PxFZAgvLiXTOW4F4zzqhq7FTd29+1YA58roCJUeeb/+fiOgqDKKINOCtQNxboKREAbuRSS3oLi8vR35JA8odG/ou2aXO6spAcSmPiPrBIIqoH94yQ1K5u/Oum7dAyV2n7v66e5uZw+GAzWaDw+EQ9TreTac//nYFZ1dx0gJrohTCmijzUPoOMn/VLSvDlYttGGAPQezCNK/H+lNTpXbzTSXxbjr9OTnhdnScPYug667D9/bsVv31RN1YE0UkI70voUVmxmOAPQSRmfH9HutPTZXazTeVxEaB+hPzSC6CrrsOMY/kavJ6IimYiVIIM1GkR8xEERF5xxYHOsAgioiIyHi4nEdEhiDXNjXcu46ItMAgiog0I9ddcnKdh8EYEYnBIIqIZOdrWwipLQqUOg9bHxDphxF+qWFNlEJYE0VqElMw3t8mxnLQe1sIT9j6gEg/tNhQHWBNFBnUptIqZCzbg02lVVpPxXDEtC7w1i1dLnpvC+EJWx9YGxt26otcGWYlMROlEGaixMtYtge1F1sQZw/D/oUTtJ6OoegtE0VkRGzYSQAzUWRQczOTEGcPw9zMJI/HMFvlnrvtYDy5KXsycle9zgCK6Cps2EliMROlEKtkojaVVmF18WnMzUzCjPQExcdjtkoe/jTdJCIyM2aiSDWri0+j9mILVhefVmU8X7JV1D9/tn8hIgKMcfec0hhEkV/UDmpmpCdg/8IJqmS9jM5bmwGjFn6TBZWvB/JHd/0p5jlSHFuCcDlPMVZZziP9MmqbAaJe8kcDzmrAFg/kHfX9ORVdKChA/Zq1iHkkF9HTp2s2D7WZtSUIl/PIUtQuNve1kaQvmkrrULesDE2ldTLMrDdmm8gUHHldQZLDTZ8gb8+pqH7NWnScPYv6NWs1nYfa2BKEQRSZgNp1Wf7WE1XsLMLaeQ+jYmcRGourceViGxqLq2Wepbg79rw5uq8WGxftx9F9tX2ekyOg5B2X5FXqrK4sU+oscc95IXc/KN7VZ10Mosjw1K7L8jfD07PZZWRmPAbYQxCZGS/zLOVzaHslGs+34dD2yj7PyVGgrnYQ7C8W0xqf3Jmj6OnT8b09uy21lEddGESR4clVbN4zQ+SNvxmetKk5iIoZgrSpOYhIj0XswjREpMdKOpcaUiYlInJwCFImJfZ5zlNAKSZDZbQ7LllMa3wxj+Qi0GZDZ3Mzu5OTX1hYrhAWlhvP2nkPo6H+HKJihiB31etaT8cvavfvupqZi9rNWkyrNbWLs9mdnDxhYTmRBD0zREan9RKZmYvaWUyrDLWLs7WuY+I+febATJRCmImyNq2zFVpnoojEslqbACUyYVb7HiqFmSgyLTnbCyhJ67oZNiX1EZs16obVirOVyIRZtdWClhhEkVt6DVa02K5ESi8nh8MBm80Gh8Mhaixfi9tJJiX5Xc0aS/IVH8rf5Ru1ln+4zKQOJYJGrZcorYhBFLkld7AiVy8gLWptpPRy6lk3c/Ut8d4CpZ7tD0gFKjZr9DdLoFaWgdkM49JLNs9KbUAYRJFbvgQrYgIjuQqd5WogKYa/vZyuXtrzFiiZqbjdECQ2a5TC3yyBWlkGZjPIX1qXM6iJheUKsUJhecayPai92II4exj2L5zg9VgrFzpfXWResbMIZYVbkDY1BzdlT9Z6ekREstL6xhp/ifn8ZhClELMGUT2DIQCWDYxImj/X1uPlqq/weMJQVbOJRsI7rIi0xSBKB8waRInJPhFdzcxNOOXCJpBE2mKLA1LEn2vrcf7WaxAxwm6YLTpIX8zchFMurEkiMg5mohRixkwUswhERGR2zESRIphFIKO5UFCAzzMc2JKba4nbrYlIXQyiyGdatBfQil6bjRqBnhqG1q9Zi8BvvkHip4cscbs1EamLQRSRG1p0RjcLpRqGSumkHfNILjqvuQaVt6SI7h5P5A07uxPAIIrILS5dSqdUw1ApnbSjp0/HD/aXIGftWkP2q+kX9/7rosH3gZ3dCWAQReSWlZYu3fFnm56bsicjd9XrsjcS7e+uNSlbTRg+m6Di3n+6psH3gXdREsAgiiQQWy/E+iLjkWubHjn1ty+YlK0mDJ9NUHHvP13T4Pugl33qSFsMokg0sfVCrC8S53/XrsYLD+Tgf9eu1mwOczOTEGcPM1Q/MIfDAZvNJqr2yfDZBBX3/nPR4xKiFt8HIrBPlGLM2Ceqm9itO+TY6sMs24X4sm/eCw/kAO2tQHAo5r8pb3E2kd/yR3ctndniuwIXIpNhnyhSlNh6ITnqi8ySzXJ359rV9UfDx90OBId2/UmGYfj6Kl9xCZFkIqWOUW8YRJEhqH23nFK9jtzduXZ1/dF/5s7F/De34D9z58o6Nikb6Bi+vspXviyd6XHJj3RHSh2j3jCIIt3wVoAu191yvha5K9XryN2da2Lrj/TUzNJolAp0LhQUoLO5GYE2m7j6KrMGG7xrkHwgpY5RbxhEkW6osWTn6xhK9TpyZ0Z6AvYvnIAZ6Qk+Ha9UgGcFShWS169Zi06nE4Hh4eLu1jJrsMElP/JBamoq8vLyDN3DjUEUKc7XnkOeluz86Vnk6xhXU6rXkRzcBXhsI9GVDTpxazqO//BmnLg13e2SnVK3pUsOzswabPBuOd2xTM2eynh3nkLMfHeeWBnL9qD2Ygvi7GHYv3CC6q+3gjEHPkdN22UMCxmIT370A62no4mTE25Hx9mzrv8Ouu46fG/Pbg1nZC0XCgpQv2YtYh7JZe8kHer++2Gmvxfl5eUoKSmBw+GQNZvFu/NIV/ztOaREzyKzZW6suk1Nz7t7Yh7JRaDNhoDQUPG1SeQ3yxTWG5The6K5oYfCdGaiFMJMlL4ZOXNjlp5ZcsjPz4fT6YTNZkNenjJLYkr9tms2zESR2piJItKIkTM3ZumZJYfuu3tGXJOGjYv24+i+WtnH0MNvu0qQu0aG26CQ2vRQmM4giizJyBsMGzkAlFv3P6LfHAcaz7fh0PZK2ccww23Y7ohefjNrOwYiPzCIIjIYIweASkmZlIjIwSFImZTY77FiMzC+/rZ7dF+tYtkwJfSqkfElQDJrOwYiPzCIIlWYrZBb76z2/R49Lg4PPpeB0ePi+j1WqQLoQ9srFcuGKaHX8tu3AdKFNS94DjDN2o6ByA8MokgVrONRV3/fb6sFWT0pdZeSmGyY7nwbINX/X6TnAJO9n4j6YBBFqvC1jkeuxppWDhKA/r/fVg5qfSmAllJ0LSYbpjvfBkgxj+eZ7jZ4IiWxxYFC2OJAGrGNNT3d7m/kFgZqYJsE78zYmJCIfMMWB2RYYhtrdmdUFn1R0yvrxDvYvGNxundmbExIRPJjJkohzESp48+19Vj0RQ2uAMw6ERGR35iJIst4KC4Gz40YpnjWyeo1VtSX0VoaEJH8GESR4fm7NOVLgGTlQmyjUnrXejVbGij9XohIGgZRZHm+BEissTIepTfEVbOlATf3JdInBlFkeb4ESCzENh6li8PVbGnAQncifWJhuUJYWG58FTuLUFa4BWlTc3BT9mStp0NERCowRWH5pUuX8PzzzyMtLQ2DBw9GREQEkpOTsWDBApw5c8bv83d0dGDnzp148sknMXbsWFx77bUYOHAg7HY7UlJSsGDBApw+fVqGd0JGVVa4BQ3151BWuEXrqRARkQ7pMhN1+vRp3HXXXThx4oTb5202G95++21MniwtO/D1118jOTkZ33zzjdfjgoODsWLFCjzxxBOix2AmyviYiSLyQ/n6rj35HHncKoYMRcznt+6CqKamJqSmpuL48eMAgNzcXEyfPh1hYWHYu3cvli5diqamJgwaNAgHDx7Ev/3bv4keo6amBvHx8QCAH/7wh/jP//xP3HrrrRg6dCicTif+9re/4eWXX0ZraysA4LXXXsMjjzwiagwGUcraVFqF1cWnMTczCTPSE7SejmVcKChA/Zq1iHkk1+u2KUTIHw04q7s2Lc47qvVsiHwm6vNb0JlnnnlGACAAEFasWNHn+QMHDghBQUECACErK0vSGDU1NUJ2drZw8OBBj8eUlpYKYWFhAgDBZrMJDQ0NosZwOp0CAMHpdEqaI3n3o6W7hYRffyD8aOluradiKV9kTRD+b+Qo4YusCVpPRZfO/+UvwhdZE4Tzf/mL6Nd+9mGN8OenS4TPPqxRYGYaKFsnCH/8QdefZEllZWXCH//4R6GsrEzrqYgi5vNbVzVRly9fxksvvQQASE5Oxvz58/scc9ttt2HWrK7U8N69e/Hpp5+KHicuLg47duxAenq6x2NuvfVWPPbYYwAAp9OJXbt2iR6HlCN2exiSB+8S886fVgRq9p1SxbebGnMpz7pKSkrgdDpRUlKi9VQUo6sgqri4GBcvXgQAPPTQQwgMdD+9n/3sZ67H7733nmLzycrKcj1mkbm+zEhPwP6FE7iUp7Lo6dPxvT27NV/K02vzye4gc9DNN4uen5p9p4jU4HA4YLPZ4HA4tJ6KYnQVRH300Ueux+PHj/d43JgxYxAeHg4Aika4bW1trseeAjoifzWV1qFuWRmaSuu0nophiMn4qLk9S3eQeenwYdEZKTX7Tpla+fqueqzy9VrPxPJSU1ORl5eH1NRUraeiGF1FBseOHXM9HjVqlMfjgoKCkJSU1Oc1cvvwww99mg+RPxqLq3HlYhsai6u1nophiFlW7F4mK//r/6mWveKypxdKBzkl+V0F7SX5ypyfqAddBVHV1V0fIuHh4bDb7V6P7b677uuvv+6VMZJLXV0dNmzYAACIiYnptbRHJKfIzHgMsIcgMjNe66kYhphlxe5lsoQzO1TbOsXX+VlyE2OlgxxHXtcdgY48Zc5P1IOugqjGxkYAQERERL/Hdi/nAV1tEeQkCAIeffRR13wWL16MsLAwr69pa2tDQ0NDry8z8GVzXiPQ8/uISI9F7MI0RKTHaj0VU+peJrv53lt0lx0yXTG5L3oGOUpkpVjQTirSVRDV3ZcpODi432NDQkJcj1taWmSdx3PPPYetW7cC6Cou//nPf97va5YuXQqbzeb66s6UGZ0vm/OqYVNpFTKW7cGm0ipJr9fL+yDteMoOucsGqZUhsmQxec8gh0tvZHCSgqiOjg4EBAT4/fXGG2/0Om9oaCgAoL29vd859FzC6y9LJMZbb72FxYsXAwASExPx9ttv+1RU/vTTT8PpdLq+upcmjc6XzXnVsLr4NGovtmB1sbS7JPXyPqzEKEtV7rJBamWILF1MXr4eaG8CQqO59EaGpatMVGRkJADflueam5tdj31Z/vPFtm3bMHPmTAiCgKFDh2Lnzp34zne+49NrQ0JCEBUV1evLDB6Ki8EnP/oBHoqL0XQe/vaF0sv7sBKlAxG5gjR32SBLZojUVpIPtFwAQiK49EaGFSTpRUFBstwVFxvbuwZk2LBh+Pjjj9Hc3IyLFy96LS7vzvRce+21vZb2pCouLkZOTg4uX76M6Oho7NixA8OHD/f7vCSPGekJ7AllMCmTEnFoe6VigUjPIE1sJqfn9jWjp0/v8/rR4+KsmR1SkyPvX3vr9Yf78JFOSQqiAGVu+f/+97+Pv/71rwCA48ePe+wo3tHR4Wp+mZyc7Pe4ZWVlmDJlClpbWxEREYG//e1vkvbkI1KS0TZEVjoQ8SdI69lnSuvGoZaVOsv3gKhn7RSDKNIRXS3n9exq2rNH09U++eQT13JeRkaGX2MeOXIEkyZNQlNTE0JDQ/H+++/j1ltv9eucREooK9yChvpzKCvcovVUdMGfeiL2cTIYti0gnQoQBEHQehLd2tvbMWTIEDidTiQnJ+Pzzz9HQEBAn+MeffRRvPbaawC6skhSu6F+8cUXGDduHL766isMHDgQhYWFmDxZnt/wRe0CTeQDo2WiiIiMSMznt64yUcHBwfjFL34BoKsT+cqVK/scc/DgQaxf39VTZPz48W4DqMrKStcdgJmZmW7HOnPmDO644w589dVXGDBgAN5++23ZAigiJdyUPRm5q173GkD1t4UMt5ghIpKP5JoopTz55JN455138MUXX+Cpp57CqVOnMH36dISFhWHv3r147rnn0NHRgbCwMLz44ouSxvjmm29wxx13uIrT58+fj1GjRuHo0aMeXxMdHY24OBaakr713ELGXfPO/p4nIiLf6Wo5r9upU6cwefJknDx50u3zUVFReOutt3D33Xe7fb6yshLXX389gK5sVXFxca/ni4uLRW/j8tBDD/Xpa+UNl/NIC02ldWgsrkZkZrzbIKm/54mIrE7M57fuMlEAMHz4cBw+fBirVq3Cu+++i1OnTqG9vR3x8fGYPHkynnjiCSQk8HZ3oqtFpMd6DY76e56IiHyny0yUGTATRVphtomISDrDFpYTkf961j0REZFyGEQRmUxkZjwG2EMQmWmOTbCJiPRKlzVRRCQd656IiNTBTBQREcmvfD2QP7rrTyKTYhBFRETy67nfHZFJMYgiItHY+Zz6xf3uyAJYE0VEorHzOfUrdVbXF5GJMRNFRKLxDkAiImaiiEgC3gHo3tF9tTi0vRIpkxIxehz32iQyO2aiiEiXju6rxcZF+3F0X63WU/HZoe2VaDzfhkPbK7WeChGpgEEUEWmiv+J0IwYkKZMSETk4BCmTErWeChGpgMt5RKSJ/orTUyYlupbGjGL0uDgu4xFZCIMoItJEZGa8a6NkdxiQEJHeMYgiIk2wOJ2IjI41UURkWUYsXici/WAQRURu6bUruZzzUqN4nYEakXkxiCKSUcXOIqyd9zAqdhZpPRW/9Sz81hM556XG3XRGvMuQiHzDIIpIRmWFW9BQfw5lhVu0norf9NqVXM55jR4Xhwefy1C0gJ1tD4jMK0AQBEHrSZhRQ0MDbDYbnE4noqKitJ4OqaRiZxHKCrcgbWoObsqerPV0ZNFUWue6i46F4ERkdmI+v3l3HpGMbsqebJrgqRs3G/aOW70QWReX84jIK70u6+kFa56IrIuZKCLyiv2cvDNiZ3UikgeDKCILskqdkxpLbeysTmRdXM4jspim0jpc/N9TumxfIDcutRGRkhhEEVlMY3E1IAAIgOnrnNhegIiUxOU8IovpufGvXEt5el0e5FIbESmJQRSRxShRKM42CERkRVzOIyK/sQ0CEVkRM1FE5Dc12yDodemQiKyHmSgiMhS9boxMRNbDIIqIDIVLh0SkF1zOIyJDYQd1ItILZqKILKiptA51y8rQVFqn9VSIiAyLQRSRBbGuiIjIfwyiiCyIdUVERP5jTRSRBbGuiIjIf8xEEREREUnAIIpIQxU7i7B23sOo2Fmk9VSIiEgkBlFEGior3IKG+nMoK9yi9VSIiEgkBlFEGkqbmoOomCFIm5qj9VSIiEikAEEQBK0nYUYNDQ2w2WxwOp2IiorSejpERETkAzGf38xEEREREUnAIIqIiIhIAgZRRCQKt4whIurCIIqIROGWMUREXRhEEZEo3DKGiKgLt30hIlG4ZQwRURdmooiIiIgkYBBFREREJAGDKCIiIiIJGEQRERERScAgioiIiEgCBlFEREREEjCIIiIiIpKAQRQRERGRBAyiiIiIiCRgEEVEREQkAYMoIiIiIgkYRBERERFJwCCKiIiISIIgrSdgVoIgAAAaGho0ngkRERH5qvtzu/tz3BsGUQppbGwEAMTHx2s8EyIiIhKrsbERNpvN6zEBgi+hFonW2dmJs2fPIjIyEgEBAV6PbWhoQHx8PKqrqxEVFaXSDMkbXhN94fXQH14T/eE1kYcgCGhsbMR1112HwEDvVU/MRCkkMDAQw4YNE/WaqKgo/uDrDK+JvvB66A+vif7wmvivvwxUNxaWExEREUnAIIqIiIhIAgZROhASEoJnnnkGISEhWk+FvsVroi+8HvrDa6I/vCbqY2E5ERERkQTMRBERERFJwCCKiIiISAIGUUREREQSMIgiIiIikoBBlMouXbqE559/HmlpaRg8eDAiIiKQnJyMBQsW4MyZM4qN29nZidtuuw0BAQGuL+qi9DXp6OjAzp078eSTT2Ls2LG49tprMXDgQNjtdqSkpGDBggU4ffq0DO9E386cOYMFCxYgOTkZ4eHhGDx4MNLS0rBy5UpcunRJtnEKCgpw5513IjY2FqGhoUhMTMQDDzyA0tJS2cYwCyWvSUNDAwoKCpCbm4uUlBTY7XYEBwfj2muvRWZmJlauXImLFy/K80ZMQq2/Iz3V1dXBbre7PhcyMzMVGce0BFLNqVOnhJEjRwoA3H7ZbDZh27Ztioz98ssv9xmPlL8m586dE6655hqP5+/+Cg4OFl588UUZ35m+fPDBB4LNZvP4/keOHCmcPn3arzFaWlqEu+++2+MYgYGBwu9//3uZ3pHxKXlNioqKhJCQkH5/7ocOHSrs2bNH5ndmTGr8HXHnJz/5Sa9xxo8fL/sYZsZPUpU0NjYKo0aNcv2g5ubmCrt37xYOHDggLFmyRIiIiBAACIMGDRIqKipkHbumpkaIiooSAgIChJiYGAZR31LjmlRXV7vO/8Mf/lB45plnhKKiIuHTTz8V9uzZIzz55JNCaGio65jXXntN5nepvX/84x/CoEGDBABCRESEsGTJEuHAgQPC7t27hdzcXNd7HzVqlNDY2Ch5nPvuu891rqysLKGwsFAoKysT1q9fLyQlJbmeW7t2rYzvzpiUviZvvvmmK3C98847hfz8fGHPnj3CoUOHhK1btwr33nuva4xBgwYJhw8flv9NGohaf0eutnXrVgGAMGTIEAZREvGTVCXPPPOM64d0xYoVfZ4/cOCAEBQU5PoAkNPUqVMFAMLDDz8sjB8/nkHUt9S4JjU1NUJ2drZw8OBBj8eUlpYKYWFhrsxXQ0ODpLH0KjMzUwAgBAUFCQcOHOjz/IoVK1zX4Xe/+52kMYqLi13nmDJlitDR0dHr+a+//lr47ne/KwAQoqOjhQsXLkgaxyyUviYFBQXCnDlzhKqqKo/H/OlPf3KNMWHCBNFjmIkaf0eu1tjYKMTHxwsAhI0bNzKIkoifpCpob28X7Ha7AEBITk4Wrly54va4OXPmuH6QP/nkE1nG/utf/yoAEGJiYoT6+noGUd/S8pq4M3/+fNc47733nmLjqK2srMz1vubMmeP2mCtXrgjJycmuAKe9vV30OJMnTxYACAMGDBCqq6vdHvOXv/zFNZeVK1eKHsMs1LomvhgzZowrY1VfX6/IGHqn1fV4/PHHe/2CyCBKGhaWq6C4uNhVQPnQQw8hMND9t/1nP/uZ6/F7773n97gNDQ34xS9+AQB4/vnncc011/h9TrPQ6pp4kpWV5XpspiLzwsJC1+OZM2e6PSYwMBAPPvggAODChQsoLi4WNUZTUxN2794NAMjOzsawYcPcHvfjH//YtbO9ktdS79S4Jr7qLmLu7OzEl19+qcgYeqfF9SgrK8OqVasQHByM1atX+3Uuq2MQpYKPPvrI9Xj8+PEejxszZgzCw8MBACUlJX6Pu3DhQtTW1mLcuHG9ggHS7pp40tbW5nrsKaAzou7vc3h4OG655RaPx/W8BmK/z2VlZa7vn7drGRwcjPT0dNdrLl++LGocs1DjmvjKrD/3Yqh9PTo6OvDII4+gs7MTv/71rzFy5EjJ5yIGUao4duyY6/GoUaM8HhcUFISkpKQ+r5Hi4MGDeO211zBw4ED+puGGFtfEmw8//NCn+RhN9/ds+PDhCAoK8nhcz/cs9vvs67Xs+XxHRwdOnjwpahyzUOOa+Kr75z4oKAjDhw9XZAy9U/t6rFy5EhUVFUhKSsKiRYskn4e6MIhSQXV1NYCu3zTsdrvXY+Pj4wEAX3/9da/f0sS4fPmy6zeNBQsW4Pvf/76k85iZ2tfEm7q6OmzYsAEAEBMT02tpz8haW1tRX18PAB6X2LpFR0e7Mn7d18ZXPY/vb5zuayllHDNQ65r4Ytu2bThy5AgA4M4773QttVqJ2tfjn//8J37/+98DAF555RWEhoZKOg/9C4MoFTQ2NgIAIiIi+j22+y8J0FXrIcXy5ctx9OhRXH/99Vi8eLGkc5id2tfEE0EQ8Oijj7rms3jxYoSFhck6hla63xMg7vss9nssZhwlr6URqHVN+nP+/HnMmzcPADBgwAD84Q9/kPX8RqH29ZgzZw5aWlpw7733YuLEiZLOQb0xiFJBa2srgK6ajP6EhIS4Hre0tIge6+TJk1iyZAkA4L//+79N84EsNzWviTfPPfcctm7dCqCruPznP/+5rOfXUvf3GBD3fRb7PRYzjpLX0gjUuibeXLlyBffffz+qqqoAAL/5zW9w8803y3Z+I1HzemzcuBG7du1CVFQU8vPzRb+e3GMQ1UNHR0evbVGkfr3xxhu9ztudMm1vb+93Dj2Xi6QEQHPmzEFrayt+8pOfYPLkyaJfrzdmuCaevPXWW65MYWJiIt5++21TFdf2XCoQ830W+z0WM45S19Io1Lom3jz22GPYvn07AOCuu+6ydLZcretRX1+P+fPnAwCWLFmC2NhYUa8nz8zzL7aORUZGAvAtBdvc3Ox67Et6t6fXX38de/fuRWRkJF566SVxk7QYta6JJ9u2bcPMmTMhCAKGDh2KnTt34jvf+Y4s59aL7u8xIO77LPZ7LGYcJa6lkah1TTx5+umnsWbNGgCAw+HAu+++iwEDBshybiNS63r86le/Qn19PcaMGYPHHntM3CTJK8+3AlhQUFCQLHehXB3lDxs2DB9//DGam5tx8eJFr4XM3QWD1157ba+lB18sX74cQNetsD1v4e/p3LlzrscFBQUAutbZp0yZImostRj9mrhTXFyMnJwcXL58GdHR0dixY4cp70wKDQ1FTEwM6uvrUVNT4/XYCxcuuD4gehZ/+6JnQW5NTQ3GjBnj8dieBblixzEDta6JO8uXL8eyZcsAACkpKfjggw8smQ3sSY3rcfbsWbz55psAgAkTJmDz5s1ejz937pzrs+H666/Hrbfe6vNYlqR1t08rWLx4sasbrLftPy5fviyEh4cLAIRx48aJHichIaHfDT/dfSUkJPjx7oxJrWtytY8//ti1J19ERIRQWlrq9zn1bOzYsQIAITw8XLh8+bLH4w4cOOC6Hr/97W9FjbF7927Xa5cuXer12IkTJ7q212hraxM1jlmocU2utmrVKte5kpOTha+//tqv85mJ0tfjyy+/lPS5AEB46KGHZHiH5sblPBU4HA7X4579gK72ySefuH7TyMjIUHxeVqbFNTly5AgmTZqEpqYmhIaG4v333zf9b3nd3+fm5mZ8+umnHo/reQ3Efp9TU1NdRbnermV7eztKS0v7vMZq1LgmPb355puuGyZuuOEG7Nq1CzExMZLPZzZqXw+SmdZRnBW0tbUJNpvN9VtYZ2en2+N67tNWVlamyFy4d14Xta/JiRMnhKFDhwoAhIEDBwrbtm2TfC4j+fjjj0XtC2a32yXtC/bv//7vrgyTL3vnudtw2irUuiaC0LV354ABAwQAwrBhw4Qvv/zSj5mbk5rXw5vuOXDvPHGs/Umqop7LR+7+AT9w4IAQFBTk9Ye4Z1pW6g86g6h/UeuaVFVVuXZLHzBggPDuu+/K+C70r3u5wpcd6p955pk+z2/YsMHr84LQe0nvP/7jP4SOjo5ez3/99dfCd7/7XdeH0Pnz5+V4a4alxjX5+9//LgQHBwsAhCFDhgjHjx+X+V2YhxrXoz8MoqRhYblKnnzySbzzzjv44osv8NRTT+HUqVOYPn06wsLCsHfvXjz33HPo6OhAWFgYXnzxRa2nawlqXJNvvvkGd9xxh6ugef78+Rg1ahSOHj3q8TXR0dGIi4uTNJ4evfTSS8jIyEBLSwsmTpyIRYsWISsrCy0tLSgoKHDdrTVixAjXbdhiTZgwAdOnT0dBQQG2bt2K7Oxs/PKXv8R1112Hzz77DEuWLMGZM2cAAMuWLUN0dLRs78+IlL4mpaWluOeee9De3o6BAwciPz8fly9f9vpzP2zYsH53DzArNf6OkEK0juKs5OTJk8L3vvc9j0V8UVFRwvvvv+/x9cxEyU/pa7J3714WcwqCsHXrViEqKsrjex4xYoRw8uRJt6/19bfsS5cuCZMnT/Y4RmBgoOTf0s1IyWvyzDPPiP6537Bhg7JvWOfU+Dvijb+fLVbFwnIVDR8+HIcPH8by5csxZswY2O12DBo0CCNHjkReXh6OHDmCu+++W+tpWgqviTqmTJmCI0eOIC8vDyNGjMCgQYNgt9sxZswYLF++HIcPH/a7zUNYWBi2bduGt956C9nZ2RgyZAiCg4MRHx+P++67DyUlJXj22WfleUMmoMY1Id/xehhTgCAIgtaTICIiIjIaZqKIiIiIJGAQRURERCQBgygiIiIiCRhEEREREUnAIIqIiIhIAgZRRERERBIwiCIiIiKSgEEUERERkQQMooiIiIgkYBBFREREJAGDKCIiIiIJGEQRERERScAgioiIiEgCBlFEREREEjCIIiIiIpLg/wOnLSvI+aS65gAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"[plt.scatter2d(Y_pca[:,n,:2], s=1) for n in range(gaussian_random_walk.shape[1])]\n",
"_ = _"
]
},
{
"cell_type": "code",
"execution_count": 132,
"id": "bf2522a4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"[plt.scatter2d(Y_kpca[:,n,:2], s=1) for n in range(gaussian_random_walk.shape[1])]\n",
"_ = _"
]
},
{
"cell_type": "code",
"execution_count": 133,
"id": "2f8ae23a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"[plt.scatter2d(Y_tsne[:,n,:2], s=1) for n in range(gaussian_random_walk.shape[1])]\n",
"_ = _"
]
},
{
"cell_type": "code",
"execution_count": 134,
"id": "265a1efd",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.loglog(grw_traj_msds.T)\n",
"_ = _"
]
},
{
"cell_type": "code",
"execution_count": 135,
"id": "6d9bc2b3",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.loglog(pca_traj_msds.T)\n",
"_ = _"
]
},
{
"cell_type": "code",
"execution_count": 136,
"id": "11f563b6",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.loglog(kpca_traj_msds.T)\n",
"_ = _"
]
},
{
"cell_type": "code",
"execution_count": 137,
"id": "4b4d5609",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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2BpkwYwNjbZ+h2igr55hDQJbhHFV4FoGPIAiCIJxDskeiYf0RGlYWILsk0KrwHRWLz4joU3ZUB3B6nLy9422+yPwCgCS/JF4d/mqrl7YAsiw2rtp1mGqXB1+HhHVjKWaths9v6k+/EwU9jRVQsguKd0HxTuWfhmJkGVaUpFBeH4ZJ4+KCmANoI7tCZK+mf3q3emztSQQ+giAIgnCOOArqqf3xYHPLCUOiH/4XJ6MLOX2Nm8N1h/nXun+RVZ0FwFUdr+Khvg9h1J68R9fJbKttZGpTp3Vvp4RjYxleajWf3diP/gmBYKk8FuAcDXbqi35/IZWaXa4eZNZ5o1LB+bfegu/QKaAztXpMZ4sIfARBEAThDybZ3Ury8tYSkEHtpcVvciJevUNPuzwlyzI/HPyBV7e9it1jx9/gz3ODn2NU7Kg2jWVpZR2378vDLsn42yVMm7LpQy5P9XERu+1L+HnXiYMcVBCUDJE9lVmcyF4U1elY88rzgIdh195M7KhLfv2UvT9C/DDwDmnTWNuDCHwEQRAE4Q8iyzK2vZXUzjuM1OAEwKt3KH6TE9GYT1/bps5RxzObnmFFwQoABkYM5MWhLxLqFdqm8cwuruKRA4VIQP/SAzy//xV6aA4rD+76zclBHZQgJ6Kn8u/w7mD0bX64sbqKBS89gOTx0HHQMPqef/Gvn79/AXx/M/jHwq2rwdy6pOv2IgIfQRAEQfgDuGvs1P6Sgz1LKUSoDTbhf3EyxiT/Fj0/rTSNx9Y/Rrm1HK1ay/297uf6LtejVrW+75Usy7yVX8aruaWoZQ/T93/FA+Wz0Ks9yglByU0BTq8TBjm/5XG7mPffl7HU1hAcE8eEO+7/9cxVUTqe72/lX67bmBLozQivc1fLRwQ+giAIgnAWyR6Zxk1HqF+WryQva1T4jIzBd2QMKt3pgxaX5OK9Xe/x6Z5PkZGJ943n1eGv0jmoc5vG45Flnjh4hM+PVBJnO8KMXc/T17kfVGBLOg/TRe+AT1irrrn6848pyc7C4GXmgoefQGc8Ls+oJg/56yt50n4133tGsPiQhvVW1znr5i4CH0EQBEE4SxwF9dT+fAhXsQUAfbwvAZd0QBfasgadBfUFPLb+MfZU7gHg0g6X8mi/R/HSta3Bp90jcc/+fBaU13JdyXyePTQDs2zHpvJCNelVTH2ntnqb+d7Vy9m9fBGoVEy692ECwiOPPWithq8u4/W6UczxjEGtgv9c3uOcBT0gAh9BEARBaHfuSht1S/Ow7akEQGXS4j8pAa8+YafspH6U0+Nk5t6ZfLznYxweB756X54Z/Azj4sa1eUz1bg837snlYHk+Xx54jXHVWwDI9+lF9E2fowmMb/U1Sw9ls+LT9wAYfNk1JPbud+xBtwPmXscnZR2Y4bkIgBcv7sakbhFtfg/tQQQ+giAIgtBOPBYXDSsLaNxaAh4ZVODVOwy/ifFovFs2y7GlZAsvbnmRvPo8AAZEDOCFIS8Qbg5v87jKHC6uycghPncpa7NfJ9Bdj1PWktn5AXpe/gSoW58nVLR/Lz//53k8LheJffoz8JIrjz0oSfDL3Xybo+UF93UAPHpeR67uH9vm99BeROAjCIIgCGdIdnlo2FBMw5pCZIeSIGzsGIDfxAR04eYWXaPSVslraa+xOHcxAMGmYB7p+wgTEya2ugLz8XKsdqZt381d+17n8rJlAGQRj+vCD+jZe1CbrnkwbTML334Nj8tFZEonJt3zEKrjg6fVL7B0Vy6PuR8A4Lbhidw5IqnN76E9icBHEARBENpIlmSsO8qpX56ndFAHdJFm/CYlYExuWTNPj+Rh7oG5vLvzXRpdjahVaq7qeBX39LoHH73PGY1vZ72Vd9Z8y5f7XiTaUY4HFXP1lzF02uvEhvq36Zq7ly9i5acfIMsSSX0HMPn+R9HpDcdOSJ/F5jWLuNf1LyTUXNE3mscnpp5R8NaeROAjCIIgCK0kyzKO7BrqFuc2V13W+BvwmxCPqUdIi/J4APZW7uW5zc+xv3o/AF2DuvLkoCfpEtTljMe4tqyMw/OfYGbRdwDky6F8Gf5/3H/TdfgYT18z6LdkWWbTd1+z5Yc5AHQbM4Gxt9yFWqM5dtKhFeyZ9za3uh7HiZ7xncN46eJuf5qgB0TgIwiCIAit4jzSSN3iXByHagFQGbX4jo7Be1Bki7ang1KI8N2d7/LtgW+RkfHR+XB/7/u5LOUyNGrN6S9wCrIsM2/nCjqteIgR1nwAvvKMobDP//HYlN5oNa3P55E8HlZ++j4ZK5cAMOiyqxl02W+aoJbuIWfOo9zgeIRGvBiUGMQ7V/dq0+udTSLwEQRBEIQWcNfYqV+Wj3VnuXJAo8J7cCS+o2JQe7VsBkWWZRYcXsDr21+n2q4UMpySOIXpfacTbAo+4zHWW+vZ8tPjTDk4GzUyZZoA/s9xK6OnXMfjA+LadE2X08HCt/9DzvYtqFRqxtxyBz3GTfr1SXVHKP7iVqZa7qcaX7pF+vDR9X0w6s4siDsbROAjCIIgCKcgWV3UrymicdMRcMsAmHqG4Dc+Hm1gyxuC5tTm8MKWF9heth2ARL9Enhz4JP3C+53mmS28/t6lGBc+wHhbMQA/GEbytmMqr9w4ksHJbQuqbI0N/PzqcxRn70ej0zH5vkfo0H/wr0+y11P95Q1MrbmZYoJJDDLx+c0D2rSc9kcQgY8gCIIgnIDslmjcXEz9qkJkmxtQuqf7TUpAH93ypGOb28aHuz9k1r5ZuGU3Ro2R23vczg2db0CnOfPgQLbVkP3TI3TMVnJ5juhDeVyaRo33EL64tRfxwS3bVfZb9ZUV/Pjy01QVFWAwm7nokX8T3anrr0/yuGj8Zho3HrmAHDmKSB8dX906iCBvw4kv+icgAh9BEARBOI7skrCkl9KwpghPrQMAbZiXslMrJaDFibqyLLOyYCX/SfsPxRZlFmZk9EgeG/AYUd5R7TJW6755OOdPp6O9AoCZ/lP4T+XFTB3cmYfGd0SvbVt+TWVhPj+89BSN1VV4BwZx6ePPEhwb/+uTPG7sP97Dbdl9yJCTCDSq+eLWwUT6m87wXZ1dIvARBEEQBECyu2ncUkLjhiNIjS4A1L56/MbFtbji8lG7ynfxZvqb7CzfCUCEOYLH+z/OqNhR7TPYhjLq5k/HL3sBXsAhUwyPGu+koLEjH97Qg2EdQtp86aKsffz82nM4LBYCo2K49P+ewzf4N9dzO7B9eyt37U1hk9QVsxY+nzaI5FDvM3tffwAR+AiCIAj/aJ4GJ40bi2ncXNxcfFDjb8BneDRefcNQ61ueoFtQX8BbO95ief5yAIwaI9d3uZ5but7S5v5avyLLyLu+xrnkcfwcdbjRMCPiCv5XdT7D/ML4+JbuZ7TMdHDbJha98zpul5PIlE5c9K+nMHn/ZlnPaaHmq5u5+eAgdsodMGjg4xsH0D3a/8ze2x9EBD6CIAjCP5K72k7DuiIs28vALQGgDfXCZ2Q0Xj1CULViG3aNvYYPMz5k7oG5uCU3apWai5Iv4u6edxPqFdo+A67Jxz3/frSHV2MAMrw78HDI/eTmhvDEuI7cMDi+zfVyXA4762Z/zq6lCwBOXJgQwFbLkVm3cH3+BHLkKPwM8NnNg+gTF3ja15BdLrY9+W8CBg4g5eKL2zTO9iACH0EQBOEfxVVqoWFNIdaMClDiHfQxPviMjMHYKbBVS1p2t53Z+2fzyZ5PaHQ1AjA0aigP9nmQlICU9hmw5IG0T/CseAaty4pdpef1uBv52DqR5CoN827vRacI3zZfvvRQNotmvElNcREAvSZOYeTUab8uTAjQWEHWZ7dxQ/EllBFIhLeaL24dSoew0yd6W+vr+emllzloMuK7YQN3DR2KMaTty3FnQgQ+giAIwj+CI7+ehtWF2LOqm48ZOvjjMzIGQ6Jfq2ZLJFliweEFvLvzXUotpQCkBqbyUN+HGBgxsP0GXZ6FPP8+VIVb0QCb/brzUOx0irK9uS41hH9P7oypFUtxx/O43Wz9aS5bfpyLLEl4BwQy4c4HiO/R+/cn1xWx7eP7uKXyahow0yFQxxe3DyPC7/SJzPsyMljw/ffYjAaQZZJTU1H7+bVpzO1BBD6CIAjC35Ysy9iza2hYXYgzr145qAJT12B8Rsagj2p9Mu7m4s28mf4mWdVZAISbw7mv131MTpyMWtVOVYqt1bD2VeRtH6OSPTRovHg+8Q5ma8YRmGXhowu7cl7XiDZfvupIIYv/9yZlhw8C0HHwcMbccufv83kAqnJY+tHj3Fs3FSd6+kaZ+OSWofh7nbrbfENDA4sWLGD/gQOgVuNbX8/5o0aRMmVKm8fdHkTgIwiCIPztyB4Z294KGtYU4SqxKAc1Ksy9w/AeEY0uuPVbrrNrsnkz/U02HtkIgI/Oh2ndp3FN6jUYtS0vZHhKHhds/wxWvwT2WlTA4qChPJF0H+UFRoaoVLx9z9AWzbSciCxJ7Fy6gPWzP8ftcmI0ezPmljtJHTLixE8o28fsj17j35apSKgZm+zL/24YfMqKzLIss2vXLpYuXYrdbkclSXTKPsj4O+/Ef8TwNo27PYnARxAEQfjbkF0Slh1lNKwrwlNlB0ClV2MeEIHP0Cg0fq3f8VRmKWPGrhn8kvMLkiyhVWu5quNV3Nb9NgKMLevA3iIHV8DS/4PKAwDsNyfw76R72WDsgXFPDY/1i+TOkcloWpGDdLz6ygqWvv8WBXt3AxDXvRcT7rwfn8ATV3WWC7fz9qef8pb9CgCu6hnMC5f3O2XvrZqaGubPn8/hw4cBCKiupv/OXXR75WW8hwxp07jbmwh8BEEQhL88d50D6/YyGrcUIzU01eDx0uI9JArvQREt7qV1PIvLwmd7P+OLfV9g9yhB1Pi48TzQ+wFifGPab/AV2UrAc0jZAl+t8+Pl+Gl8HT4RChwkH27g7av60ieubUGWLMtkbVjDys8+wGG1oNUbGHHdzfQYP+mkeU2enLX8+/OFfO06H4D7hkfz4MTuJz1fkiTS0tJYsWIFLpcLjSzTZXcGqfn5xL03A/OgQW0a+9kgAh9BEAThL0l2Sdgyq7Ckl+E4WANKGy00fnq8h0Vj7h/eqho8RzU6G5l7YC5fZH7R3Ei0V2gvHur7ED1CerTfG2jK4yHtE5DcuFRaPom6lP/GTaXBYsArrZa7e8dy13XJbW72aWuoZ8XHM8jeqizPhSenMPHuhwiMPHnlaPu+Rdz/9XaWekagQua5yR2YOqzjSc+vqKhg3rx5FBYWAhBmd9Bn5Qp83R5i3n8f88ABbRr72SICH0EQBOEvQ5ZlXEcasaSXYd1V0dxDC0Cf4Ie5Xxhe3UNQtaFVQ52jjtn7ZzN7/2zqnUoidJxvHA/2fpDRsaPbXCPndzwu2D4T1rwEthoAlgYN4ZnEu8jVR6I9WM9IvcQLtwwiKaTtlZBzd25n6QdvY6mtQa3RMPDSqxhw0RW/36Z+nLr077n1h3y2SX3Qqzy8dUUPJvU6cVd3q9XKpk2b2Lx5Mx6PB71eT5/SUmKWLUdtMhHz4QeY+/f/1XPS6ixEGHREG0+dGH02icBHEARB+NPzNDqx7qzAml6Kq9TafFzjZ8CrTyjmPmFog9qW8Ftpq+SLzC+YmzUXq1u5doJfAtO6TWNiwkR06nbsMn5oBSw5lsdzyDuRxxPvZn1AX9RlNiIKa3l2fCpTuke0OdCy1Naw9qvP2L9+NQCBUTFMuuchwhKTT/4kWebwkv9xxzod2XIqPhoXH904iEEdwn53qs1mY/PmzWzZsgWn0wlAcmIivdatQ71hIyovL2I/+hCvvn2Pu7zMzCOVPH2omM7eRn7p1QFjKwpEtqe/ReDz1VdfsX79etLT09mzZw9Op5OZM2dy4403nuuhCYIgCG0ke2TsB6qxpJdh318NUtNallaFqUsw5r5hGJL8W1Vw8HilllJm7p3JDwd/wOFRmpF2DOjIrd1vZWzsWDTqti0vnVBFNix7Ag4uA6BBH8DzcTcxO2IyHocK/c4qbk4OZ/q9ffE1ti3QkiQPGSuWsuGbWTgsFlCp6D3xAoZeff3vKzAfz+1k8axXeeRgKo14Eap38Pnto+kc5f+r0+x2O1u2bGHz5s04HMrnFRYWxojBg/F687/Ytm5F7eVFzCcf49X7WC0gm0fi0exCvitVZrdijQY8R9clz4G/ReDz5JNPkp+fT3BwMBEREeTn55/rIQmCIAht5Cq3YtlehnVnWXOiMoAu2htzX2Upqy3JykcV1hfy6d5P+SXnF9ySslTWPbg7t3W/jeHRw9tvSQua8nheg7SPQXIjqbTMjL6UV2OnUq/xRlNgoa9NxStX9qVrVNuL+pXl5rDikxmUHsoGIDQhiXHT7iY8+dTVo10Nlbzy3kd8WqMEKv2DHPzv9kmE+h7bnm+329m6dSubN2/GbleSvENCQhg1ahQd4+IouuNOrGlpqM1mYj7+GK/evZqfm29zcMvePPY22tCo4MnESO6ICWnfz7iV/haBzyeffEKHDh2Ii4vjlVde4fHHHz/XQxIEQRBaQbK7se6uwLq9DGdhQ/NxtVmHV69QzH3D0IWbz+g1cmpz+HjPxyzOXYwkK70q+of359butzIgfED73owdjbD1fdj4LjjqANgaNowHY2/nsFcMqnongYdqeHJoMlf1i0Hdxlkrh9XKpm+/YueSBciyhN5kYsiV19NzwiTUp5mxKs3L4p7PVrHdqSRs39ZNzSNXXYSuaQnK4XCwbds2Nm3ahM1mA5SAZ8SIEXTu3BmpqoqCm2/GvjsDtbc3sZ98jKlnz+brr66q587MfGrdHoJ0Wj7sEsfQgNO3tzjb/haBz9ixY8/1EARBEIRWkiUZx+E6rNtLse2rQnY1Nc5Sg7FjIOa+YRhTA1vVLPREMqsy+TjjY1YUrGg+NixqGLd1v42eoT3P6Nq/47JD+kxY9zpYKwEo90/hvpjbWBPYD9wS2qw6rgj244nbh7S5k7osy2Rv2cCaWR/TWKPsPOs4aBgjr5+Gd2DQaZ+/aeMa7ltQQqUch4/Kzn/Oj+W8If0AcDqdbNu2jY0bNzYHPEFBQYwcOZIuXbqgVqux799P4V134y4pQePnR8xHH2LqoQRQkizzdn4Zr+WWIgO9fLz4pGs8Uecwofl4ZxT4lJeXs23bNrZt20ZaWhppaWlUVVUBcMMNN/D555+3+FoFBQW88847LFy4kIKCAgwGA8nJyVxxxRXcddddeHl5nclQBUEQhD8Jd7Ud644yLOlleGoczce1oV7KUlavUDQ+Z36T3Fm+k48yPmLDkQ3Nx8bFjWNat2l0Dup8xtf/FY8bds+BNa9AvdLss943jhdibuTLoJHIKjXqchspFS5em9yN/gmn72Z+MrWlJaz87H3ydu8AwD88gjG33EV8916neSZIksz7c37gjT0GJHxJ1Vfw/rTRJMTG4na7SUtLY/369VitSpJ3YGAgI0aMoFu3bqjVSgDasHIlRx55FNlqRZ+YSMz776GPU3Z+1bs93Ls/n6WVyq646yODeL5DFAb1uUlkPpEzCnzCwn6f7d0WCxcu5Nprr6Wurq75mNVqbQ6mPvnkExYtWkRiYmK7vJ4gCILwx5FlGXeZFdu+Kmz7KnEVW5ofUxk0ePUMwdw3HF209xkvN8myzNbSrXyU8RFppWkAqFVqJiVMYlq3aST5J53R9X9HkiDzZ1j9IlQdAsBiDuf12Bv4OHg8brUWbG68c+p4pHsMN1+W2LyU1Fpul4u0X75n68/f4nG50Gi19L/ocvpfeDla/ekDxTqLg+nvf8/KSn8ALgvK4/m7bsBk9ubQoUMsXry4efIiICCgOeDRNG1/l2WZ6k8/pfyNN0GWMQ8eTNRb/0Xjq3SG399o45a9eRy2OTCoVbycEs01EaefffqjtdtSV0xMDJ06dWLZsmWtet7u3bu54oorsFqteHt78/jjjzNq1ChsNhvffPMNH3/8MQcOHGDy5MmkpaXh7d32mgaCIAjCH0OWZJyFDdj2VWHfV4m7qX0EACowJPlj7huGqUsQqjYW5zueR/KwpmgNn+35jIzKDAC0ai0XJl3ILV1vad9KywCyDAeXw6rnoHQPAHZDADPiruPd0CnYNQawe9AeruWCQD+enDqQSP+2bbcHyN+zi5Wfvk9NyRFAaTcx5uY7CIg4eSHC4+3JK+POz9ZQ5PRHj5PnOpdy5bV3UFtfzy/zvyErS2m4ajabGT16ND179mwOeAAkp5PSp5+h7qefAAi45mrC/u//UGmVMOKX8hoezCrE6pGIMuj4tGsCPX3/nCs1ZxT4PPXUU/Tr149+/foRFhZGXl4eCQkJrbrGAw88gNVqRavVsmzZMgYdV9Z69OjRdOjQgUcffZSsrCzefPNNnnrqqTMZsiAIgnCWyB4Jx+G6ppmdKqQG57EHtSqMyQGYugRh7BSIxrt98j1q7DX8cPAHvj3wLSWWEgAMGgOXpVzGjV1uJNwc3i6v8yt5G2Hlc1C4BQCXzptPY6/i9fBLaNSaweFBm13LKC8v/nVRrzParWWprWHNF5+QtXEtAGb/AEZeP42Og1u2+0yWZeas28sziw/jxJsYVTnvjzeTMuQW1qxbx8aNG3G73ahUKgYMGMCIESMwmX4doLmrqym69z5s6emg0RD2f48TeO21ymOSzPOHi/mwsAKA4QHevN85niD9nzeF+IxG9uyzz57Ri6elpbFmzRoAbrnlll8FPUc99NBDzJw5k/379/PWW2/x+OOPo9O1YzEpQRAEoc0kpwdHdo0S7OyvRrYfq6SsMmgwpgYqwU7HANSG9rsZ7qvcx9dZX7MkdwlOSQmw/A3+XJZyGdd2upZg04kbb56R4p2w8nnIWQmAW2NgTsxlvBR5JTU6PyXgOVRLX5Wex8/rxoDEti/zeNwudi6ez+Yf5uC02VCp1PQYP4mhV03F4NWy3W02p4cn5qznx/0WQMtYXQavXzeMI+4AZsyY0ZxekpCQwMSJEwkNDf3dNRwHD1J45124iopQe3sT9dZbeA9Vmo0etNh5IKuA9HolH+je2FAeS4xAcw63qrfEOQ3Jfv755+b/vummm054jlqt5vrrr+fxxx+npqaGNWvWMG7cuD9ohIIgCMJvSVYXtv3V2PZV4ThYc2w3FqD21mHqHISxSxDGJP82tY44GafHydK8pXyT9U3zchZA56DOXJN6DeclnIdB07ZdUqdUcQBWvQD75wEgqbX8FHUBz0VdS5khWAl4suro7FTxr/GdGJ0aeka5Snm7d7D684+oLlaSpMMSOzDu1rtPXXn5Nw6VN3DPzHVk1YAaiUd8V3LJ5VP5ZdNecnNzAfDz82P8+PF07tz5hONtXLeOI9MfQmpsRBcTQ8wH72NISsIjy3xQWMFruSU4JBkfjZr/psZyfqj/acfltLnRGTX/3Do+69evB5Q1xT59+pz0vBEjRjT/94YNG0TgIwiC8Afz1DmwZSpLWI7DtXAs1kETYMDUJRhT1yD0sb5trqR8MqWWUr498C0/HPyhuWmoTq1jQvwErk69mm7B3c7OjbQmX9mllfENyBIyKpZEnsfT0ddTYIoEpwftgTriGyUeHpPCBT0i21yPB6C2rJS1X37CoTRlCc3k68ewa26g64ixqFq4K0qWZb7cdJgXF2bikNQEU8cb0euxxU/gg68XIMsyGo2GIUOGMHToUPQnSIqWZZmaL7+k7JVXQZLw6tuXqHffQRsQQHbTLM+OplmeUYE+vN4xpkVb1S11Dr7/70biOgcz4vKz9D1rgXMa+Ozfvx+A5ORktNqTDyU1NfV3zxEEQRDOLleFtTlfx3VcUUEAXbgXxi7BmLoEoYswt/tNTJZl0krTmJM1h1WFq5oLDoZ5hXFlxyu5pMMlBJnO0o6hIztgy/uw70doquy8LmwET8XcSJY5EZwS2uw6wqpdPDCqA1f2jUF/BjNbLoedbb98T9q8H/C4XKjUanqdN4VBl12N0dzyDT0VDQ4e/Xozq3MtgJph6t1MS2hgW20ilu27AOV+On78eAIDT7ydXna5KH3hRWrnzgXA75JLiHjmaTxaHe/ml/F6XikOScZXq+bZ5CiuCg9s0fe+sdbOl28tpFzKpHSvP/0ndsTL5yzMzrXAOQt87HY7lZVKcafo6OhTnhsQEIDZbMZisTS3vT/eJ598woYNSp2GPXv2NB87mj900UUXcdFFF7Xf4AVBEP6GjnY+PxrsuMutv3pcH+uDqWswps5BaIPbvkPpVCwuCwtyFjAnaw45dTnNx/uH9+fq1KsZGTMSrfos3LokD2QthC3vQcHm5sNpQf15KvZmdvp2ApeE9mAd/mUO7hqWyI2D4/E6gyTeo0UI1375GQ1VSnJwbNcejL7pdoKiY1t1rZWZpTw6dxtVDg16nDxgXIIuMInVRwyAhaCgICZOnEhy8smXy1zl5RQ/8ijWrVtBpSL04YcJvPkmDljtPJCRx64G5edhTKAv/+kYTWQLCxJWltbw+fvf0KgqAzX4hxtRaaXTP/EsOWeBT0PDsb8eWrJF/Wjg09jY+LvHNmzYwKxZs351bOPGjWzcuBGA+Pj4EwY+DoejudEaQH19fUuHLwiC8LdiP1RD3eI8XEeO+x2rVmFI8lOWsToHofE9e5V3c+ty+SbrG37J+QWLS6nzY9KauCDpAq7qeBXJAS3Pb2kVez3s/BK2fgC1BQB4VFqWho/lrYhLyPDp2BTw1GMutnLzwHjuuC4JvzPoFQZQUZDH6pkfUpip/LHuGxLKyKnTSO4/qFWzZzanhxd+Tmf2jgpAQ1/1IcZ4F1PmjIBqK3q9nhEjRjBgwIBTrqw0rF5Nyf89gaemBpWXF1Gv/wfTyFG8W1DO67mlOGVlluf55GiuCA9o8Rj37t7PTz/+jEflAFnFkIHDGDNhZHMxxHPhnM74HHWiNcbfMhiUKbGj5bOP9/nnn7eqSvRRL7/88hnvTBMEQfgrc5ZYqFuciyNb6Zyt0qkxdgzA1CUYY2ogatPZu014JA/ritYxJ2sOm0uOzbLE+8ZzVepVXJB0AT76s9TbqSYPtn4IO74Ep/KHuFXvx+cRF/BhxEVK0rJTQnOoHmOhhWt6x3DvVf1/1byzLWyNDWz6dja7ly1CliW0Oj39LryMfhdeeuoO6iewp6iO+7/YwOF6CFRZuEC3C9R6ypwm1Go1vXv3ZsSIEfj4nPwzlBwOyv/zOjVffQWAITWVqDde53BYJA/syGZ3g3LPHRukzPJEGFoW/DqdThYvXMrO3emgAp1s5vIrLiOlS+tK3pwN5yzwMRqP/fA4nc5TnKk4OjPz2/oCZ+Lxxx9n+vTpzV/X19cTE9PORa4EQRD+hNy1DuqX52PdUQYyoFbhPTACn9Ex7VZj52Rq7DX8dOgn5mbNpdhSDIAKFSNiRnB1x6sZGDkQteoszAjIsrKMtXkGHFgETXlDxT6J/Df8Yr4PG49NY0TV6EJ7qAZdiY0LukUw/f4+xAWdWYNUSfKwd9Vy1n/zBfYGZXWhw4DBjJw6Dd+Q328jPxWPJPPhqv28uTIHMw4m6HKJ0FgAPSqVip49ezJ8+HACAgJOeR3HoUMcmf4Qjmylo3vA9VMJeHA675fV8sb2bFyyjJ9WwwsdorgsrOWzPMXFxXz/3Q9U1yhVoH09Mdxw1+UERfi26n2eLecs8Dk+Aj3R8tVvWSzK1Gd7Vm42GAzNM0mCIAj/BJLdTcOaQho2FINbufGbugXjNyH+rOXtALg8LtYdWcf8nPmsK1qHS3IB4Gfw45IOl3BFyhVE+5w637PN3E6lrcTmGVCyq/lweshAXg+/hDUB/ZReWpV2dPmVGGtcXNYnmtuuSiQh+MwCHoAjB/azauYHlOcqOUtB0bGMuvE24rr1bP21am1M/2I9mSUNDNIWk6iubA5IunXrxogRIwgOPnUNI1mWqZ07l7KXX0F2ONAEBhL58ktk9+zL1L357GlUZnnGB/nyWscYwg0tW9bzeDxs3LiRNWvWIEkSao+eUKkr1zw4Dt+z+LPVWud0xic4OJjKykqKiopOeW5NTU1z4CNmZARBEFpPdks0bimhYVUBklXZqaSP98VvUgKG2LPzl7gsy2RUZjA/Zz5L8pZQ5zjWj7FTYCeuTr2aiQkTMWrPbPnopKzVsP0zSPsEGpSqzm6NgXnhE3g74hIOmBNQSTLqI1Y0+Y34uuDagbHcMiThjJe0AOorylk/Z1Zz1WWDl5nBl19Dj/GT0Zwi3+ZkftlRwEs/biWJMi7WV6LsnFfRqVMnRo4c2aL+me6aGkqfeoqG5UqnevOQIZheeIGn65zM3nEQAH+thhc7RHFJK2Z5qqur+emnn5o3IOntwUSou3Lp9AG/CnosLgteWq9/bh2fTp06sX79eg4dOoTb7T5p4tXRHiJHnyMIgiC0jCzJ2PZUUrc0D0+1klupDTXhd14Cxk4t24rcWkUNRSw4vIAFhxeQX5/ffDzEFMLkxMmcn3g+HQM7tvvrNqs4oGxH3/0NuJXZi3pjMB9HXMRn4VOo0vujdkpoD9WjKbQQotdy05AkrhsYh5/pzDsDOKxWtv38LemLfsHjcoFKRbdR4xh61fV4+fm3+nr1dhdPz15LcW424zUVaFQyAB2SEhg1ZhyRkZEtuo5l6zaKH30Ud1kZ6HQET5/OkvGTeelQKTVuDwBXhAfw76RIQvQt+xxkWWbnzp0sWbIEp9OJStbgXZdMsDmWix/s/augp9xazu3Lb2dE9Age6PNA6z6EdnROA5+hQ4eyfv16LBYL6enpDBgw4ITnrV27tvm/hwwZ8kcNTxAE4S/NnlNL3eJcXEVKOoHaR4fvuDjMfcJRado34Kl31rMsbxnzc+azo3xH83GT1sSY2DFMSZzCgIgBaNRn3pD0hGQZclYp29EPrWg+nOeXyhsRl/BzyGhcah2aRhfaAzVoSqzEBpi4bVJnLu8TjbEdGqVKHg8ZK5ey6bvZ2OqV2a2Yzt0YMfWWVlVdPt66zCI++3Ye0XIFnbRKwBMfYmbMBVe1eAVEdrmomDGDqg8/AllGHx9P1Sv/Ybpbz85spelpZ7ORl1OiGeDf8nSSkpISli9fzuHDhwEwygF4VXbA39+fi6b3wjfoWNBTUF/Abctvo7SxiHpHLTd0uYEA46lzkM6Wcxr4XHTRRbz88ssAzJw584SBjyRJfPHFFwD4+/szatSoP3SMgiAIfzWuMgt1i/OwZylVjlV6DT4jovEeFoVa336Bh0tysfHIRubnzGdN4ZrmnlkqVAyIGMCUpCmMjR2Ll+4sdul2WiFjrrIdvUJZHZBRsTFsOK+HX8oWv+6gUqGtsKPLq0Nd7aBTuA93XtmTyd0i0GrOPIlalmVyd25n7VefUX1EWeoJiIhi+HU3k9Snf5tm1SrrrLz15U9IFTnEqyRQQYDOwQUXXkxC1/4tvo6zqIjihx7Gtns3AKorr+SjK27gi/I6ZNx4a9T8KyGCm6KC0baw6nRtbS2rV69md9M11Wo1/u5k1OVh+AWbuPDBXwc9WdVZ3L78diRXJQ9HQJeY4ecs6IFzHPj079+fYcOGsX79ej799FNuuOGG3zUqfeONN5qrNd9///2iQakgCMJJeOod1C8vwLK9tGmnFpj7R+A7JhaNT/vs1JJlmX1V+5ifM5/FuYupcdQ0P5bsn8yUpClMSph0drqiH6++GLZ9DOkzwaaMwan14ruIybwTcTH5pig0koymyIImz4La6qZ/fCB3XtidkSkh7bbEV553mLVffkrBXiUIMPr4Mviyq+k+dmKb8ng8Hg9fLlhL1o7NGFUuUIEke7i8ZyBdL7gPlablgWvdgoWUPvMMUmMj+Pqy9YVX+Y9XMFXlymzUJWEBPJ0USVgLk5dtNhsbNmxgy5YteDzK0ljHlE7Y9gdjq1DhG2zkoum98Qk8lh+1vXQ79666lyh1HTdGuDGpPNRXLMCV/AA63V9wxmfDhg0cOnSo+eujlZgBDh069LvaOjfeeOPvrvH2228zZMgQbDYb48eP5//+7/8YNWoUNpuNb775ho8++giAlJQUHnrooTMZriAIwt+SZHfTsK6IxvVHmhuGmroE4XtePLqQ9pltKWksYcHhBcw/PJ/cutzm44HGQCYnTmZK4hRSA1PPftJqUTpsfR/2/dTcTqLUK4oZERfzTfhEGrTeGNwy2uw6NEUWVC6ZsZ1CuWNEEn3jT9ymoS0aqivZ+M1X7Fu3EmQZjVZL70kXMuDiK1rcPf14siyzddc+5i1cjN5twagCu6xhgE8pF15/L+rQ1NNfpIm7uprS55+nYfESAIrGTuCda6eRZneDy00HLwMvp0QzNKBlNZLcbjdpaWmsW7euuZZeXFwcA3sPY9vcMmzVjhMGPWsK1/DI2ocYZrYwydeFSgU+Pl3o1nXGOQt6AFSyLMttffKNN974u4rJp3Kyl5o/fz7XXXfdSSsnp6SksHDhwlOW2m4P9fX1+Pn5UVdXh6/vn6PegCAIwsnIbgnLtlLqVxYgWZTt4fq4pp1acWf+O6zR2cjy/OXMPzyftNK05uMGjYHRMaOZkjSFQZGDzk4LieN53JA1X0lYLtzafHiLf08+iLqMZUGDkVUavBvc2A/Xoy6zoVWpuLBHJLePSKJjePsVQXTabaTN+5HtC37E3VRfruPg4Qy7+gb8Qk+/q+pEio4U8+X383DUlALgkDX4yTXcO74j5sG3QiuqHNcvWULps8/hqamh0ezN3MeeYU5wFB7AS6Pmofhwbo0ORt+Ca0qSxL59+1i5ciW1tbUAhISEMG7cOHw0oSx8LwOHxY1/mBcX3N/zV0HPvJx5vLzp31wdaKWLSQnGIyOuICXlGTSa9i8j05r79zld6jpqypQpZGRk8Pbbb7Nw4UKKiorQ6/UkJydz+eWXc8899+DldfbWiGfMmMGMGTOap+4EQRD+zGRZxra3kvolebirmnZqBZvwOy8eY5egM5p1cUtuNhdvZn7OfFYVrsLhOdbWp194P6YkTmFc3Di89e1XU+2kbDWQPktZ0qpXyp44VTp+Ch3Dx1GXstcnBV8JjHkNeAosuOwezDo1Vw2KZ9qwBKID2u++IUke9q1ZycZvv8JSo+RORaZ0YuT104jo0LYdajU1Nfy0cCkFh5TcJI+sosaj5c7Yw3S54mnwb3m/LndlJaXPPU/DsmXIwNoLLuW9yZdR0dQSa0qIP88mR7a4v1Zubi7Lly+nuFgpMOnt7c2oUaPo2bMnhftqmPfxLtwuibAEXybf3R3TcUUvv8z8ktm7XuGBMAfBWhmVSk9qx+eIjLy8xe/nbDqjGZ+/GzHjIwjCn50jr466Rbk4C5Q2C2pvHb5jYzH3C0fVxkRdl+Rie+l2VhWsYnn+cqrsVc2PJfglMCVxCpMTJxPp3bJt02esIhu2foC8ew4ql9IYs1Lnz+eRFzEr8gLqDcEE1rqoyqpBVetEBcQFeXHdgDgu6xNNgLl9K0/nZexk3ZefUlGQB4BfWDjDr7mRDgOGtCnItNlsrFqzlrRt25qrRxd4/Bip3cl1F05C3eNKaOF1ZVmmftEiyp5/AU9tLbnRcbx3/2Ns9/YHIMlk4MWUKEYGtuyeVlZWxooVKzh4UKnpo9frGTJkCIMGDUKv15O5sZg1sw8gSzJxXYOYcGtXdAZN81je3fkuGYff57IAJzoVGI3RdO/2Hj4+XZBlmaIjX2L2SiIwsH13aP/lZnwEQRCEU3OVW6lbkoc9UwlKVDo13sOj8RkehdrQ+l/lVpeVjcUbWVWwirVFa2lwHmscHWAIYGLCRKYkTaFLUJc/pthc03Z0ecv7qA4tB0AF7DMn8VH05fwcOppwTEg5dZB/hBqPjFYFYzqHMXVgHEOTg1G3cFdSS1UW5rPuq8/I3ZUOgMFsZuAlV9Fzwvlo27DRxu12s23bNlatWYvbqcykFXt8MEk1vNIlm9ALXgfvlrevcFdUUPrcczQsX4HNYOCraffybZ/BuAGTWsUDceHcERuCoQXLWtXV1axZs4aMjAxA2anVp08fRowYgbe3N7Iss31RHlvnKVvXUweFM/K6VDRNwbZH8vDSludQVc7h6kBl9SQoaBRdOr+BTueHy1VD5v7HqKxcgV4fwsABS9Dp/Fvx6bUfEfgIgiD8iXkanNSvyMeSVgoSoAJzv3B8x8a1ult6la2KtUVrWVWwis3Fm5u3n4OSpDwyZiRjYscwKHIQOvUftIO2aTu6a8v76CoPoAIkVCwNGsLH0ZdxKLAPgTVu1BsrKLMqG2hCvA1c1S+GqwfEEuXf/q0Q6srL2Pz9HDLXrUKWJdQaDT3HT2bgpVdh8mn9aoAkSezdu5flK1bS0FTfp0Yykev25T7zMsZeeiukTmrx9WRZpn7BAspeeBF3XR1r+w3m/am3Ua5TcmcmBvvxbHIksabT59LU1dWxbt06du7ciSQps0+dOnVizJgxza0vJElmw9xs9qxVav70OS+OARcmNgfETo+T59bdR5JjJbHeEjIqkhIeID7+LlQqNTU1W9iX+RAORymm7XoiB12GVuvX8g+wnYnARxAE4U9IcniadmoVITuVG5KxUyB+ExPQhbY8d6WwvpBVhatYVbCKneU7kTmW3RDtHc2Y2DGMjh1Nj5AeZ6+44InUF+Pa+hHy9pnoHbXogEaNia/DJ/N1zGV4GWOpOlBN3dZCjm576Z8QyNSBcUzoEo5e2/5NTBtrqtny41z2rFyK5FF2jCX3G8Twa28kICKqTdfMzc1l2bJllJQoLTMsso7d7kiGsJ2X+hswn/c5GFseBLjKyyl95lkaV62iICyCGXc9wrbYJADijHpe6BDFuODTX6+xsZENGzaQlpbWnN+anJzM6NGjf1UJ2u3ysOKzTHJ2VoAKhl3Rge6jjhVOtLqsvLLmOvqzG7MeZLWZXt1mEBQ0DElyczj3bfLyZoAkE7gkCOOCBtzLliL9cCsav3MT/IjARxAE4U9EcnqwppcpO7UalZ1auhgf/CcmYEg8/Y1ClmX2V+9nVcEqVhas5FDtoV893jmoM6NjRjM6djTJ/sl/eM8k2VJJ1cLHCdj/IzpZCS7yjRF8EnUpe+IvRlOro2RLCQ57HgA+Bi2X9I7i2gFx7bo763i2hnq2/fI9u5YubF6Ciu3Wk6FXTm1z4nJVVRXLly9vbrnklNXscUcgSQ7+E/QDPS79FyQMa/H1ZFmm7pdfKHvpZaw2O19efDXfjjsft0qNQa3i3tgw7o4NxXSaPC+bzcamTZvYsmULLpfy8xUbG8uYMWOIi4v71bkOq4tF7++h+GAtaq2KsTd2pkPfYzvXcmsP883mqQzTl6JWgcqYyJDeszAaI7HZjrAv80Hq6tJR2SF8bhyqrUrw5zvxPNTt2HC8tUTgIwiC8CfgqrRh2VyMJb0M2a78Ba4JMuI3IR5Tt+BTBiguycWOsh2sKljFqsJVlFpKmx/TqDT0DevL6NjRjIoZRYR3xFl/L7/lkWXS6ixk75rHpE1PEOxUdkVt8uvJDwlXUh08kpLMWrIWljU/JzXch+sGxnFRryi825DD1BIOq5X0hT+RvvBnnE31aSJTOjH0qqnEdOnepmvabDbWrVvH1q1bkSQJSYYDnlCy3MHcpZ3HzSOT0I3+DnQtX6JzlZVR+tTTNKxdy8YefZlxzTRKfZUgeEygLy+mRBF/mmUth8PB1q1b2bRpE3a7shMwMjKS0aNHk5SU9LufL0utg/nv7qLqiAW9UcPEO7sT3fFY7Z3Fh34gJ/sJ+huV4MkYeB6Dur+JWm2gvHwJ+7Mex+2uR1drJvzTYDw5Jah0Omx3vozmwhGtKsTY3kTgIwiCcI7Ikoz9QDWNm0twZB+rgKwJNOIzNApz/3BUJ1nSsbqsbCre1JycXO88VgfNpDUxJHIIo2NHMzx6OH6GP35JwS3JbKlrZH55LWvKSrlr/zvcUDIPgGxzPN/0fpYSVwc2bTtCnVUpiKjTqJjULYKpA+PoE9fyzuCt5XLY2bV0Idt++R57o5LUHRKfyNCrppLQs2+bXtfj8ZCens6q1auxNwVRRR4/0twx9FPtY37kImIvex4ie7X4mrIkUffjj5S9+hqFBhP/u+dfbOnSE4Boo44XkqOZEOx76qDY5WL79u1s2LABi8WivNeQEEaPHk1q6okLTtaUWpj3zi4aqx14+eqZcl8PgqOV2TaHx8H/tv4fUQ2/0Mko45FVxCU9Qcf4m/B4bOzPeoLi4m8A8C9Nwft/tXiqS1AHBVN+/atk7LSTUbSbK5/oj9F8bjoxiMBHEAThD+axuLBuL6NxSzGemqY6OSowpgRgHhSJMSUA1Ql2KFXbq1lbuJZVhUpy8vE1dgIMAYyMGcno2NEMjBiIUWv83fPPNqcksaGmkYUVtSyurKPa5aFXfSZfZ71Ikk2pw7Ml4Vred13F2uUNQB4AUf4mrh0YyxV9Ywj2bv/idkd53C4yVi5l649zsdQqgWZgZDSDr7iOlAGDUbWiUODxDh48yJKlS6lq6l5QIxnZ7o4lQi7lU5+P6Dv6Yuj3E2hafqO3HzhA6TPPUrt3L3PGX8Cc8y7CqdWiU6m4KzaU++PC8DrFspbH42HXrl2sXbu2uThwQEAAo0aNomvXrqhP8l5LD9exYMbu5sKEU+7t0dxhvbC+kPc23MQwfS4GHThVPgzsM4sAvx40Nh5g7777sVgOAipiDo1GencLksuFNrULh8b8i8M7lSBTo85Dbxx0wtf/I4jARxAE4Q/iLGqgcXMJ1t0V4FYSllUmLea+YXgPjEAb9Pvlj6KGouYlrJ3lO5Ga6r4ARHlHNScn9wzp+ccmJzexeyTW1TQwv6KWZZX11LmVZTqt5ObfRV9xR94XaGQPtboQHnbdwYr9nYAGVCoYkRLC1IFxjOwYiqadt6IfT/J4yFy3is0/zKG+ohwA35AwBl12NZ2HjULdxmWX8vJyli5dRk6Okkdll7XsdEchSQ6eMX/D2JFjUfX/GfQtT0b3NFqofPddqr76io1de/He029QEhQCwIgAH15KiSLJ6+RBrSRJ7NmzhzVr1lBTowR3vr6+jBgxgp49e6I5xXs9uL2MlbP243FJhMb7cv49xwoTrshbysY9DzHWrMxmqbw6M6b3LHS6AIqKZnPw0ItIkgO9NpjYtYOxzlbaZejHTmJn1JWU7WtAlj2YXDtRW8tw2C7A5H12crZORwQ+giAIZ5HslrDuqcSyubi56CCALtKM96BITD1Cftcx/VDNIZblL2NlwUqya7J/9VinwE6Mih3F6JjRpASk/OHJyQBWj8SqqnoWVtSyrKoei+dYMBaq1zJVX8Mt254gsEJp3PmLZzD/tt9IPd5E+Zu4tE80l/WOJjboLHZtR1kqyt66kY3fzqamWJlxMgcEMvDiK+k2ZjwabduWWiwWC6tXr2Z7ejrIynLPfk8o5W4D95qWcMmo/mgGfA2GlifwyrJMw5IllL38CofUOv53979I79QNgAiDjmeTo5gS4nfS77ckSWRlZbF69WoqKiqU92o2M3ToUPr27XvKBt+yLJO2MI+0BcqSY1y3ICZMUwoTujwu3tn+Il5VsxlqVr7PwRHX0a3jv3G7a8nYcweVlSsACPIaSsBnWqzrlKBHd/P9bKrvTn1+I7JkJ0TOZHDoQLRhXhhakePU3kTgg2hZIQhC+3PXOrBsLcGyrbS5jxYaFaZuwXgPikQf6/O7m1hRQxHv7HyHxbmLm49pVBr6hPVpTk7+w6on/0aj28OKqnrmV9SyqqoBm3Qs2Ik06Jgc4sdYPx98139M572vYZAd1Mle/Nt1M8s1w5jUO4JL+0QxMCGo3QsN/pYsy+Tu3M6GuV9SkacU3DN6+9D/osvpOX4SOkPblgGbCxCuXoPbpdRAyvf4c8AdxE2GVUwd1QnjkI/B2LpaP47cXMqef4Gynbv4/PzL+HnkeDxqDQa1ijtjQrk3LhTzSWZqZFnm4MGDrFq1itJSJandaDQyZMgQ+vfvj8Fw6qVDt9PDyi/2c2i7MhPWY2wMgy9JRq1WcaTxCK+uu5Ph2kwCjDIetHTt/DqR4VOoqFjB/qzHcbmqUal0JHrdhvTCGqwHD6LS61FNf4XVu71w2uzInloSNSV09x8AgCHSp81VxtuDaFlxHNGyQhCEMyHLMo6cWho3lygVlpt+u2p89ZgHRGDuH47G5/dFB+scdXyY8SHfZH2DS3KhQsWImBGMixvH8Kjh+Bv9/9g30qTW5WZZVT0LymtZW9OAQzp2u4g16pkc4sf5IX64qx2s2LqbYfufY7hqJwAbPF34OuIxRvXvxcRuEWdtZ9ZvFezNYMPcLyjJVraR600m+ky+mD6TL8LQxp6PsiyTlZXFwsVLaGwqQFglebHbHc5k7TbuGBKF3/A7wNS6juOS3U7VRx9R/smnLOo3lE8uupI6b+XeMzHYj2eSI4k7xW6t3NxcVq1aRWFhofJe9XoGDRrEwIEDMZlOP6NiqXWw6P0MyvMbUKtVjLi2I52HKIH16oLV/JA+nfN969GpAF0YA3rPwmiI4ODBFyku+RYAb3NHkuw3U/3Ym3hqatCGhGC953U2rm1ElkB2l9DbLBFrigfAd3wcPqNi2n2mUrSsEARB+ANJdjfWHeU0binGXW5rPm5I9MN7cCTGTkGoNL//Re/wOPh6/9d8vOfj5pYRAyMGMr3PdDoFdfrDxn+8KqebJZV1LKioZX1NA+7j/jROMhk4P9SfySF+BLhkft5ZzEM/ZdOxZg0v6z4hUNWIAx2bE+4l6fyHeC/oj6nVIssyBXt3s/Wnbyncp7Rc0OoN9DrvfPpdcGmbqi0fVVJSwryFiygpUoILq6xjlzuSPur9fDfYSdioZ8Ec1OrrNq5dS+nzL7BD78W7Dz3NwdhEADp4GXihQzQjAk+e/1JYWMiqVavIzVWWprRaLf3792fIkCGYzeYWvX5FQQML38vAUuvAYNYy8fZuRKUE4JJcvJv+XxpLPuViP6XOkrf/EPp0n0Fj4wG27r4Vu70QUBETdTNBW8Ipf/05cLkwdOlCySVPsWu1kuSN6xAjAsMI0ASCVk3gFSl4dQ9p9WfV3kTgIwiC0EauMouSrLyjHNmpLJWr9Bq8eofiPSgCXdiJb0KSLLHw8ELe3fkuJRalqFtKQAoP9XmIwVGD/7Dxg1JjZ3eDlbXVDaytbiCt3oLnuGAn1WxsmtnxJ1anZem+Ml5ZmcGmnCq8sfK09gsu168DwBLQGdOVnzIyvPMfMnZZksjZkca2n76l5NABANQaLd3HTmDAxVfiHRDY5ms3NjayaOlyMvcoeUpuWcU+TzgRcgnv9y0iadwj4N36m7iruJjSl14iN20HH118DSsGDAXAR6PmkYRwbooKQXeSpcCSkhJWr15NdraS93W0n9bw4cPx8Wl5onDOjnJWzMzE7ZIICPdi8t3d8QvxIq8uj5c2PsIA1S56eEvIQHz8/STE3Upu7rvkF3wEyBiNUXTQ34/1qe8o3/0lAF4TJpGZOpXD65WgR+vcw9jQLhgwoPbWEXR9Zwyxf46VFBH4CIIgtILskbFlVmHZXIzjcF3zcW2ICe9BkXj1DkVtPPmv1s3Fm3kz/U2yqpWlmDCvMO7tdS/nJ57/h+3KKrI7WVvdwJrqBtbXNFDr/nV+YzdvE+eH+DM51I8kk4FtudV8tjibRXtKsDQFeP1UWbzn9SEhnjJkVKiGPoh55OOgbd/O6CciSR4ObN7Atp+/o7KpY7pWp6fr6PH0u+ASfINb3ujztzweD6s3bGbD2tUgKe81xxOI5HHwVPdyek2+A3zCW31d2emkatYsjnz0Md8NHs1Xz76J3WBEBVwTEchjiRGE6E+cgFxRUcHq1avJzMwEQKVS0bNnT0aMGIG/v3/LxyDLpC/Ob240Gts5kPG3dkVjgJl7Z7Ji/1tc7t+IjwZktRc9u72L0RDB9vTLaWzcD0BE4EUErQ6n6tNnwO1GbTbjc+/DbChJoGJ3NbLswcedwaiwvqhlNbpwL4Ju6II24I8vr3AyIvARBEFoAU+DE8u2UizbSvDUNTX3VIGxcxDegyIwJPmfMm/hQPUB/pv+XzYWbwTAW+fNtG7TuLbTtWe95o7F7WFTbSNra5RZnYNWx68e99WqGRbgw4gAH0YE+hBnMlBYbeWHTQX8uOMIBdXW5nOTAnS8GrSAPkVfoPLI4B+L6uKPIO7s12XxuF3sW7uKtHnfU1uqzJTpTSZ6jJ9Mn0kXYvZvXY7Nb23NyGLh/F9Qu5TlykrJi1K3gbtT6xl5wY2o/KPbdF3L1m2UPPcca8z+vPfwcxSHKoFTX18vXkyJpofPiXOPGhsbWblyJbt27eJoOm7Xrl0ZOXJkcwPRlnK7PKz6IouDaUp17O6joxlyaTI59Tk8u/JJkjy7uDlIWdoymJLo1eNDKitXkpFxJ7LsRKcLJMl+E/bHF1CduwgA7zFjMNz+CItm52OpsyBLdqLUh+kX0h9kMHYMIPDq1FP+IXAu/LlGIwiC8CciyzLOggYaNxdj21PJ0TUgtVmHuX845gHhaP1PHbSUWkr5387/MS9nHjIyWrWWqzpexW3dbyPAeGY36pORZJm9jTbWVjewurqBtDoLruP2saiBPr5mRgT6MDLQh54+XmjVKhodbpbsLeVf6YVsOVzdfL63QcvkbhFMTbLQZcvDqIr2Kg/0ug4mvNzqXUyt5XLY2bNqGWnzf6SxSllKMXr70HvSBfSaMAXjGfZ9SjtQyA8//ojRUYMacMgayj0Grkh2Me6CK1AHxrfpuvbMTCrf/4C9e/bxv8uvZ3vnHgCE6bX8OymSS8NOXJ3a4/GQlpbG6tWrcTiUIDU1NZVRo0YRFhb2u/NPx1LnYPEHeyjLrUetVjHsqhQ6Dg3loz0fMS/zPa4JtBLhpfx8REffSHTUtWRlPUFt7VYAgo3DCVoUSv337wKgCQkm/Ml/UxnWk4Uf78XjAtlTS1dzI8lG5T16D47Eb3LiCXPbzjUR+AiCIPyG5PRg211B4+ZiXMWW5uP6WB/MgyLx6hZ80lYSRzU4G/h0z6d8tf+r5grLE+IncH+v+4nxjTnlc9uixOFsztNZW9NAtevXy1cxRj2jApUZnaH+3vjplF//FoebRXtKWJhRzJoDFTiOFlZUwZCkYC7rE82EzqGYdnwEC54FjwO8gmDK29BpSru/j+M5rBZ2LV1I+qJfsDXtpjIHBNL3/IvpPvY89Ma214KRZZkN+4/wzbxF+NnKMKo8yDI0yhouSjUy9PypqHxbv6QFYN25k6oPPuTg3ky+GTeFhU9ej0ejRa+C22OUqsve2hMva+bm5rJo0aLmWjwRERFMmjSJmJi2/cxUFDaw6L0MGmscGLy0nHdbVxpCyrh6wX2EufZxX6gLnQq0ukC6dPoPLlcVadsvxuNpRKM2EV96Ka4Zq2mo2AKA/xVXEDJ9OttWlrDzJyUAlt1HGBLkS4gqAdTgPyUJ70HnpuxCS4jARxAEoYm7ykbjlhIs28uQbcq0P1o1Xj1C8B4UgT769AmkLo+Lb7O/5YPdH1DrqAWgd2hvHur7EN1D2tb48kSsHomttY2saVq+yrLYf/W4WaNmaIA3IwN9GRngQ7xJ3zy7YHW6WZBRzMKMElZllTcHOwCJwWYu6R3Fxb2jifI3QV0RzLkY8tYrJ3SYABe8Cz6tn3lo8Xurr2PHonnsWroAh1UJPP1Cw+h3wWV0GTkW7SmK8Z2OR5JZsvMwXy7ZSKijhBC1DVTgluG8Tr4MvfBmMPm3+rqyLGPdlkblB++zL7+Ir8dfyKrLb0Vqqr8zLsiXZ5OjSPQ68fb0uro6li1bxr59+wAwmUyMHTuWXr16nbS9xOkc3lXB8s/24XZK+Id5Mf6OTswpmcV3iz/hygAbnbyV73tQ0CiSk/7F4dw3qahYBoC/pxtB3wZiW6NsW9fHxxPx/HNou/bip7c2Up6vBNZq137GR3bC4NKhMmgIuiYVY8e2J5X/EUTgIwjCP5osydgP1mDZVIw9u+ZY7Z1AI94DIvDqG4amBc0UZVlmaf5S3k5/m6JGpUpwgl8CD/Z+kJExI8+4boksy2Ra7KypbmBtdT1b6yy/qqujAnr6eDGyaVanj6/5V7uDrE43q7MqWLinmFVZ5dhdx4Kd+CAvJnePYHK3SDpFNBVWlGXI+A4WPgSOOtB5wYQXoc9NynTQWdBQVcn2BT+RsXIJ7qYlnqDoWPpfdDmpg4e3ubUEgN3l4cctB5i5MoMwTwWpmipQg4zM0OQAxlw2DbWx9UtmsixjWb+eyvc/IL22gdnnXcSm6/s0Pz4iwIf74kIZEnDioNnlcrF582bWr1+Py+VCpVLRt29fRo0ahVcb6w65nR62zDvM7pWFIEN0agDRl6iYtvV6jI6DPBzmwFsDKpWBlA7/h8EQwc5d1+F0VqKSdcTuH4Xn8+3YGg+AVkvQrdMIvuMOKorr+eWxpbgcJmTZTZSxjH5B3cEFGn8DwTd2QRfesu3055IIfARB+EeSrC4s6UrtHU/VsdkSQ0oA3oMiMHYMPGGj0BNJL0vnje1vsKdyDwBBxiDu7nU3FydfjFbd9l+zFU5X8+6rtTUNVDjdv3o8yqBjRFOgMyzAh0Ddr1/L5vSw+kA5C/eUsGp/Obbjlr9iA704v3sEk7pF0CXyNx2+rdVKwLPvx6YX6guXfARBSW1+L6dSW1rCtnnfs2/NSiSP8h7DEpMZcPEVJPcd2ObmoQD1dhez12Qwc1MeQZ46+mmPoNd4AJku0f5MuvJmzD6t714vSxINK1dS+f4HbJA1fD3hQnZ17AIoQeikED/uiws7aeIywIEDB1iyZElzT63Y2FgmTZpEeHjbltgASnPrWDVrPzWlSkJ6p+Hh7EhaxPNrv+B8XwfDQppq83inktrxRYqL53Ig+2mQwTc/msBFfjj3rgHA1KMH4c8/hzElhS0/byZ9SR1gAsnKoGAjYVI8eJT/ZwIvTzlhcc4/IxH4CILwj+IssWDZXIx1Zzly06yHyqg0CjUPjEAX3PK8kcN1h/lv+n9ZU7gGAJPWxE1dbuKGLjfgpWvbX+sWt4f3CytYXFnLvsZfL1+Z1GqGBHgrszoBPiR7GX43k2R3eVhzoJwFGSWs/E2wExNoYnK3SM7vfoJg56ic1fDzXdBQDCoNjHwMhk4HTfvfLioL8tj683cc2LQeuan5anSnrgy4+Ariuvc6o1my8no7ny7fwdc7yjFJdgbq8gnUKbu1wv29OP/Sq4luQ96M7PFQv3gJ5R99yEpzAF9fcC3ZcUrxQS1wWXggd8eG0sF88qT3qqoqlixZwsGDBwHw9vZm/PjxdOvWrc3v2eOS2LYwl51L85Fl8PLTEz1ZwxuVj+DOyePBUAfhOmWGMCbmZoKDRrN33wPY7YXoD6gJXhEJ+8pxUo7ay4uQ6dMJuPoqHHYbc56ZTVVJOCqVHi+1jWF+vhglFWovLX7nJ+LVK/Sc9IxrKxH4CILwtyd7JGz7qmjcXIwzt775uC7cC/PgSLx6hv6uUeipVNoqeW/Xe/x48Ec8sgeNSsMlHS7hrp53EWxq3Tbj4y2uqOWJg0codriaj3X3NjXP6vTzM2M4weyHEuxUsGhPCSv2l2F1Hgt2ogNMTctYEXSLOnmTSxyNsPJZ2PaR8nVQsjLLE9XnxOe3kSzLlB7KZuvP35GzfUvz8YSefeh/8RVEp3Y5o+vnVlr4aPE2fshsQC1L9NUVkqyrAsCk1zJm/Hn07t271XkzsstF3bz5lH7yKYvCY5hz9e0Uhkcp11WruC4yiDtiQokynnzWw+l0sn79ejZt2oTH40GtVjNo0CCGDx9+2p5ap1JR2MDKzzOpOqLkQ8X09mVL4i/8N/cnhnu7mRLmQqsCvT6ETqkvUVu7nZ27pqLPhpDFZnQHXEA5Kr0e/yuuIOjWW9GFhXIobTvLPs1AJh6VCmKMMj0NPqhVKkzdg/GfkvSXmeU5ngh8EE1KBeHv6mjtncatJUj1TbV31GDq2tQoNP4ksx4nYXVZ+Xzf53y+73NsbmX2YFTMKB7o/QCJ/oltHucRu5MnDhaxpFIJymKNeh5OCGd0oC/B+hP/mra7PKzLrmDhnhJWZJY1FxYEiPI/Fux0jz5FsHPUoZUw/wGoK1C+7ncrjHsO9O3XPd1ps5K1cR27ly+mPC9HOahSkdJ/MP0vvoKwhLYvo8myzLbDlcxcvp2lecrnkKqppK+2gKO7qXv37s2YMWNa3NLhKMnhoPaHHyia9QW/JHbi22nTqQhUWlT4adTcHB3CtOgQgk7yfTo6vn379rFs2TLq65XvcVJSEhMnTmx1PZ7jeTwSO5bks31hHpIkY/TW0jjwEM/aZmAqtXN7sJNUU1NH9eAxxMZMI/vgszh3HSBooQbDATXgQqXT4X/55QTdfhu6sDAcVisL3/2Aw7sDUGvjUSHT3aQh3qBB7asn4MJkTF1a36bjz0I0KT2OaFIqCH99sizjLGzAsqkY6/G1d7yV2jveAyLQ+LXur2u35ObHgz/y3q73qLIrswfdgrsxvc90+ob3bfNY3ZLMJ0UVvJZXitUjoVXBXTGhPBAfjtcJulc73B7WZVeyMKOYFfvLaXQcy/mJ9DMqwU73SHq0JNgBsNXA0idg12zla/9YmPIOJI1q83v6rbLcHDJWLGb/hrW47EqwqNHpSB08gn4XXkpQVNu39ttdHuZt2MXnmw6T2aAEaaGqBsbqstA3fXyRkZFMmjSJ6OjWFR/0NFqo/e478r+ew3dd+/DD6InUeysJymE6DbfHhnF9ZNBJt6UfVVZWxuLFi8nLywPA39+f8847j44dO57R8lBVcSMrP99PRYHS402fbOfb0HcplQsZaPZwSYAHvcqDWm0gOflxPB4bhSv+i/d8CWNW04ej0+F/6SUE3347uogIAPIzdrH4g7m43UNRqU3oVdDfrCFIq8bcPxy/iQmoTX++ORPRpFQQhH8c2eXBurtSqb1zpLH5uD7WB+/BkZi6nr72zu+uKcusLlzNWzveIrdOaQgZ4xPD/b3vZ3zc+DO6ce2ot/DogSL2NirBwAA/M692jCbV/OscI4fbw4aDlSzMKGF5ZhkNxwU7EX5GJnWLYHL3CHpG+6NuYTI2AJnzYNHD0FgGqGDAHTD6STCceWNRl91O1uZ1ZCxfTGnOwebjARFRdB97Hl1GjDmjxqFl5RV8tXgNX2dDlccL8CJI1cAk/T40KiUQMZlMjBkzptXLWq7SUqq//JKcRUuZO3AE86Y/g62pXlCcQcfdcWFcER6I8QSB6fEsFgurV68mPT0dWZbRarUMHTqUIUOGoDuD7fiSJLNreQFb5x9GcsuojbCzwyI2m5cSqJaYHqohVqv8TPn69iAxYToFK1+Dbw4QnKkG1KDV4H/JpQTffhu6KGW5rraslLVffkZuhgOtaQwqtRp/jYr+Zg3eISYCLumAMcm/zeP+MxGBjyAIf2nuGjuWLSVY0kqRrEdr76jw6hHa4to7J5JRkcEb299gR/kOAPwN/tzR4w6uSLkCnabtN656t4eXD5fw+ZFKZMBfq+GppEiuighE3RRIOd0SGw5VsOBosGM/FuyE+x4LdnrFtDLYAWgsVwKezF+Ur4NT4IL/QeyANr+noyoK8shYsZjMdatx2pRdRWqNlg4DBtNj7HlEd2578i6SxM5tq5m57iCLqiNwo8zwxKnKmOxbgMOlwiMpQU+fPn0YM2ZMq7aD2zMzqZr5OdlbtvHNmEksevwlXDolf6Wzl4F748OZEuKP9jSft9vtZtu2baxdu7a56nKnTp0YP348AQFnVqm7tszKylmZlB5Wlstqw4qYF/0hNn0dE/z1nOdrRSXbUasNJCZMh5wGCm+/DeNeGVCDWoXfxZcQfOcd6JtmwBxWK1t/msuOxctQG8ai80oAIEanoodZg9/waHzHxrUqB+7PTgQ+giD85ciyjCOnlsZNJdj3Vx2rveNvwHtQBF59w1tUe+dECuoLeHvH2yzLVwq5GTQGpnaeys1db8ZH37Yg6uiY51fU8e+DRZQ1bUu/LCyAp5Mjm5tTeiSZuWmFvLn8AJWNzubnhvkalGCnWwS9YwNaH+woA4CMubDkMWWJS6WBoQ/A8EdB1/ZeYS6ng+zNG9i9YjEl2VnNx/3DIug2ZgJdR47Fy8+/7devyGHRsiXMzFKzyxULKEtj/fV5jI9wUlFrQ2k9JpOQkMC4ceOIjGxZ1WBZkrCsX0/VzM85cDiPrydcyPKnX8fTtIOtr68X98eFMTbo9Llgsixz4MABli1bRnW10u4jPDyc8847j/j4+Da++6PjlMlYXcSWn3NwuyQkrZu1cd9yIGQrUQYNT0T6Y/aUgAz+/gOItJ1H1b/eQ7OrDgMgq8H7/PGE3/sw+qadbJLkYd+alWz45gvsFn/05utAbUINdDWp6RDrTeDlHdv8h8OfmQh8BEH4y5Acbqw7ymncVIy7wtZ83JDsj/egSIydWl5757dq7DV8mPEhcw/MxS25UaHigqQLuKfXPYSb215XBSDf5uDx7CJWVSv5GIkmA691jGbocUXtNuVU8tz8TLJKlXNCfAxMbprZ6dPWYOeo2kJY8CAcWq58Hd4NLpwBET3afMmqosKm2Z1V2C3K0qJaoyG570C6j51IbNfuba+/42igasc8vt6QxVdVKZQRD4AeF+eHVDAqKYCDhx0UlSkzH2FhYYwdO5bk5OQWzShJDgf18+dT9fnn7Le5mH3ehayZei9y03iHBXjzQFwYg/29W3S9srIylixZQm6ushxqNpsZM2YMPXv2bHPV5aPqKmys/nI/R7JrATjil83qpK+xGqq5Oy6ZFPkAsqcBjcZMjOYyXK+to3bXy2gAWQXa0anEPfImhviE5msWZu5h9ayPqcjLR+c1HL1PLwB81NDXV0f0+Dh8hke3emn4r0IEPoIg/Om5yq00bi7GuqMc2aHs2lHpNXj1CcV7UCS60LbvPrK77Xy1/ys+3fMpjS7lBj4kaggP9n6QjoEdz2zckswHheW8mVeKTZLRq1TcGxfKvbFhzTkieZUWXlq0n2WZStdsX6OWB8elcN3AOHSnySM5LUmC9M9g+dPgbASNAUb+CwbfB21YrnO7XBzcupHdyxdzJGtf83HfkDC6j5lA11Hj2t4hXZIgfyOZG+czM0vDL+7+OBkIQLDWyrWdtAzrnMC2zcWk71J6RPn6+jJ69Gi6d+/eogDDXVNDzZw51Mz+mj0+/syeeDGbuh/brj8+yJcH4sLo7deynV+/zePRaDQMGjSIYcOGndH2dAB7o4vtS/LYs6YIyS3jUjvZHPczmWEbGRvRiYt8Tbhte5ABP1U3vL904NwwBwBZLeMZHkLsA6/glzqk+Zq1ZaWsm/0ZB7duQqUOxDvgZtwowXeCXk3vnsEEX5SMNrDtM4B/BSLwEQThT0mWZOxZ1TRuLsZxsLb5uDbEhPfgSLx6haI2tv1XmCRLLDy8kLd3vE2ZVQk6UgNTmd5nOoMiB53p8NlW28gj2UUcaOqhNcTfm1c7RpPspdxU6u0uZqw6xGcbc3F5ZDRqFdcNiOWBsSkEmNuhNkpVDsy7F/I3Kl/HDFByeUJSWn2p6uIjZKxcwr61K7E3KLMsKrWaxN796TFuInHde6JWtzEHpCYPz845LN+2m5l1fdgqj2h+qLufjZtGpNI72p/Vq1aw4JefATAajQwbNoz+/fu3KFHYmZdH1axZ1P70MztjE/nqutvZkdpNeR/ABaH+3B8XRmfvlhWvPFEeT+fOnRk3btwZ5/G4nR4yVheRviQfZ1O/uCK/A6xLnEtwqDdvxY9BVbsEt82FBi8CVgWj+z4LGRWyVsY+RE/YHdOJ7HlD82yV02Zl60/fkr7wZzxuN16mgWAchBsVehX0CTHS6cqOGDsH/qUKEbaVCHwEQfhT8VhcWLeX0ri5BE+tclNBBcZOQXgPisCQ7H/Gv5x3le/itbTXmltMRJgjuLfXvUxOnIxadWazLDUuNy/mlPBVibLtPVCn4ZnkKC4PC0ClUjXn8byx7ABVFiWPZ3hKCP+e3IkOYe2QT+Fxw5YZsPolcNtBZ4axTyu1eVqx7OJxuziUtoWMFYsp2JvRfNw7KJjuoyfQdfQ4fALbWIPGaYHMX6hL/565uUZmucdzBKWBqwaJ85JN3Dy2Nwm+sGrVKmYuU2Z4NBoN/fv3Z9iwYadNXJZlGduOHVTNnEnDylVs6dKT2fc8zr4kJfDTquDSsEDujQttDkZP52zm8UiSzIEtJWybn0tjjfJzX+l1hK2x82gMK+PBLhcQbVuJpWY+MuCV44fPx1Y09aXIOmgc4sF76hS69X8Knc6v6Zoe9q1dyYY5X2Ctq0WtMhMWNo06p/LZhehUDB8TQ+ikhL9V8vLpiMBHEIQ/BeeRRho3FWPdXQFN3cLVXlrM/cIxD4hol+n34sZi3kp/i8V5iwHw0npxa/dbua7TdRi1Z3Z9WZb5oayGpw8VU+VS/lK/JiKQJ5Mim3to/TaPJzHEzL8nd2Zkx5D2+Uu7dC/MuweKdypfJ46CKW9DQFyLL1FbVqrM7qxZgbWuVjmoUpHYqy/dx04koVefts3ueFyQswr2fMehfTv43DGcHzzXYkP53AMMMlcPiGfqkCR8tRLr1q1jYVoakqT8LHTv3p3Ro0fj7+9/ypeR3W4ali+naubnWPfsYX3Pfsx+7EUOxio5LgaViqsjg7g7NpSYU1RZ/q3f5vF4e3szZswYevTocUZ5PLIsk7+3is0/5VBdrFRebtDXkBazkLyw3UztfBXjfeyUHPkQCxJqqwa/r8G4w4psgMaxHuQp8XQc+Ap+fr2br5ufsYt1s2c2F4uMCh9Do6sHdU5QA92izPS/tSv6v0BT0fYmAh9BEM4Z2S1h21tJ4+YSnPnHtZKI8sZ7UCRePYJR6c78L1Gry8qnez9l1r5ZODwOVKi4uMPF3Nvr3jNqMXHUYauDf2UXsr5GyRHq4GXgPx1jGOiv1MTJr1LyeJbuO5bH88DYFKYOaoc8HgC3A9a/ofwjucHoBxNegp7XtqiTenVxETnp28jZvoUjWZnNx80BgXQbPZ5uo8fjGxza+nFJEhRshj3f4dw3n6WWZGZ7xrBFurj5lI4hRm4a1oGLekWhlj1s3bqVDRs2NC8hJSUlMXbsWCKaCuydjKfRQt2PP1A96wtsJaWs7DeYr596nYJwZYeXl0bNDU1tJcIMLc9vOpt5PGW59Wz68RDFTUu5Dq2NHZHL2BuxjvGJ43gp6f+oKvgfJUeUitqmbWp8v1Oj8kDjeRLWsToSuk0nJuYm1GrlPZUeymb9nFkU7N0NgK93OJEhV5NXq/wceGtVjL4okegxsf+IZa0TEYGPIAh/OE+9g8atpVi2liA1NvWl0qjw6haMeXAk+hifdvmlLMkS83Lm8c6Od6iwVQDQN6wvj/Z7lE5Bnc74+g5J4n/55bxTUIZDkjGqVTwYF86dsSHo1Woa7C7+t+oQMzfm4fRIaNQqrh0Qy4PtlccDULQdfrkbKpq2kqeeD5PfAJ+T70STJA/FB/Y3BTtbqSk5cuxBlYr47r3oPvY8Env3R6Nt5W1ClqE0A/Z8B3t/pLDWydee0XzneZ5KlCUYtQrGdArjpiHxDEoMQpZldu3axerVq2loUGbDwsPDGTduHElJp25l4Soupvqr2dR++y12u50lA0cw567HKG1ahvPTarglOphp0SG/615/Kh6PEoSdjTye2nIrW385zKH0cuW11G72hK1lZ9QKUiM78FmP19BUfU9R9qMAqGvBf44W/WENjaNcWEZKBMaMolvKM5hMSj2eqiOFbJz7JQe3bgJAq9XTr9u1HC4KJK9WqfeQHOPNyHt7YPA9s4Dtr04EPoIg/CFkWcaZV0/j5mJse6tAamol4avHe0AE5v7h7drwML0sndfSXiOzSpnBiPKO4uG+DzMmdky7BFUbaxr4V3YRh5QiMowM8OGVjtHEmwx4JJk52wp4Y9mxejzDOgTz7/M7k9IeeTwATiusegG2vAfIYA6BSf+BzhedcJbHabOSl7GTnO1bObxze3OSMihFBmO6dCOp7wCS+vRv2+xOVQ7s+R72fIe7ModVUi9me65lndQdGWVWK9THwFX9Y7mqXwyR/iZkWSY7O5sVK1ZQUaEEpn5+fowZM4auXbuecgnJtmcP1TM/p37pUmxaLfOHjuHb8y6kylupCB2k03JHTAg3RgXjc5q2Er9VWFjI/PnzKS9XApP2yuOx1jvZviiPfeuOIEkyMjLZIdtIi1mMX5AXL/R6khRVHvkH7kPCCR4wr1Ljvd6IZYidmhvd6P3C6JryFCEhE1CpVNRXVrD5+6/Zt2al0uFepaJf34uRqjuQkefCg4xeo2LEJcmkjGl7e5C/ExH4CIJwVklOD9Zd5Vg2leAqtTQf1yf44j0oElOXIFTtsdzTpKihiP+m/7e5AKFZZ+b27rdzbadr0WvOPLCqcrp5NucI35bWABCi1/J8chQXhipJ15tzqnhuQSb7S5TAIjHYzJPnd2JUx9D2W1rIXafs2KrJU77ufiWc9wp4Bf7qtIaqSmVWJ30rhXt343EfqwBtNHuT0LsfSX0GEN+jN4ZWVDluVl8C+35UZneKd1IqBzDXM5JvPPdTIh8by7AOwVw7II4xnUKbl/aKiopYvnw5+fn5yniMRoYPH07//v3RnmSWSfZ4aFi1iurPZ2FLT6fBy8xP4y/gx/FTqGtqKxFh0HF3bCjXRASdsN/ZqdjtdlauXElaWhqgtL0YN27cGdfjcTk87FpRwM5lBbiayjEU+GeyJXY+Tv96but+G+eFRnM4+wVynUUA6A+o8PtBj7OrmvLHrcgmNdHRN5CU+CBarQ/W+jq2/fwdu5YtxONSZk279hxDKAPYfdiORVKOhUd4Mf7envj8zbeot4YIfARBOCvcVTYat5RgSStDbmq5oNKp8eoVinlQJPqI9k2qtLgsfJzxMV9mfolTcqJWqbmkwyXc3fPudsnjkWWZb0qree5QMTVuDypgamQQTyRG4KfTnjCP5/6xKUwdGIe+vQrB2etg+VOQ/rnytW8UnP8WpIxvHmN53mFytm8lJ30r5bk5v3q6f3gESX0HktSnP1EdO6PWtCF/ylaj9Pna8x3kbUCSYYPUldmeB1kh9cHTNLsT4KXjir4xXN0/lvjgY9/r2tpali9fzr59Sh0gjUbDwIEDGTp0KCbTibeTSxYLtT/+RPUXX+AqLKTax4/vL7mWeaMmYNEquS0JJj33xoZxWXgA+lYGKbIss3//fhYtWkRjo5Kn1aNHD8aPH9/qbu7Hczs9ZG4sIX1xHtZ6ZeavwlzI5rhfKPM/zOUpl3Nz6oWU571N5t5VgLKs5feDBo3Gj+rbqvEEg49PV1I7voCvbzecdhubf5nD9vk/4rQpRTwTUvvQJWwie/fbOORSyicYDWoGXZJMp2FRbS7q+XclAh9gxowZzJgxA4/Hc66HIgh/abIk4zhYQ+PmEuwHqo+1kgg04j0oAnOfMNRebe9zdSIeycMvOb/wzo53mjunDwgfwCP9HjnjAoRHZVvsPHqgkC11yoxVZ7OR/3SMoY+fmQa7i5dX7Gfmhl/n8TwwNoXA9srjATiwRKm+3FCsfN33Fhj7DG6NiaJd6RxK38bh9G00VFUce45KRWRKJ5L69Cep7wACI6PbNuvktEL2YmUp6+BykFxUyT5855nM16rJFLj8mk/tHx/ItQNjOa9rOIbjlphcLhcbN25kw4YNuJtmnnr27MmoUaPw8/P73UuC0jC05quvqPn2O6T6ekoDg/l26u0sGjgMR9POsk5mI/fHhXF+C/ponUhtbS2LFi0iOzsbgMDAQM4//3wSExNbfa2jnHY3e9cdYdeKQmxNAU+DsZotMfPICdrFiJjhzOj9Eura5exPvwxZ5Wpe1vLJCqZ6YiXO5Go0Gm9Skh4iOupaPG6JHYvns/Wnuc277cLiOzC4yxXk7HKyqsyKhLLK2XVwBAMu64DhT9hF/c9AJcuyfK4H8WfRmrb2giAcI9ncWNLLsGwuxl1lbz5u7BiAeVAkxpSAs/JXZ1ppGq+lvUZWtZLYG+sTy8N9H2ZkzMh2WVayeSTezi9jRkE5LlnGpFbzSEI4t0aHoAa+217I62czjwfAUgmL/wV7v1e+DkzENuY1cqs05GzfSu7uHbjsx9p3aA0G4rv3JqnvABJ79W17nyyPC3JWKzM7WQvBZUGWIU3uyGztpSy2d8YpKTMrPkYtl/aO5poBsb9770dnU5YuXUpdXR0AcXFxTJw4kfDwEydg2/buo/rzz6lfsgTcbgrCIph7yTUs69YHd9P3tbevFw/EhTGuBX20Tvj2PB62bdvGqlWrcLlcqNVqhg4dyrBhw9rcPd1ucbFnTRG7VxbiaGqYazXWkR6xjP2hm+kQlMzD/R4mWWfjwN4nsUulgLKsFbDcH+sgaOhVA2oIDZ1MSocn0OmCydqwlo3fzqa+QplN9A+LYPjga6ndq2NPlQNb0108Mt6HEdd3JjDyn7dFvTX3bxH4HEcEPoLQcrIs4ypqxLK9FOvOcmSnUm9FZdRg7huOeWAEuuCWVcJtrcL6Qt5If4OVBSsB8NH5cHuP27km9Zoz6px+vDXV9TyWXUSeTQlqxgX58lJKNDFGPZtzqnh+QSaZZzOPR5Zh7w+w+FGwVlHj9CInaAo5dX4cyT6gJLI2MQcENs/qxHbpgVbfxpkmSYLCLUqws+9nsClF+upkL37SX8BsaRwHLce+pz2i/bh2QBzn94jAS//72YXy8nIWL17cXPvG19eX8ePH06VLl999TrIk0bh6NdUzP8e6fTsAh6Lj+Oaam1kV3wG56fxhAd7cHxfGkBb20TqR4uJi5s+fT0lJCQAxMTFMmTKF0NA2JHWjJC3vXlnInrVFuOzKykGjVzVpEYs5GLydYHMw9/S6h3GRvTm072mqGtcDTcta84xoYyKpHHIYWQ8mYywdOz5LYOAwcnduZ/2cWVQW5AFg9g9g2Jjr0OUHsjO/kUq3cvv29tEx5OqOJPVqp3pQf0GtuX+LeTBBEFrF0+jEurMCy/ZS3GXW5uPaMK9jrSTOUhXYBmcDH2d8zFf7v8IluVCr1Fyecjl39byLQGPg6S/QAuUOF08fOsJP5bWAkiz7QocoJgX7UVht447v9rBkn/KX+lnJ4wGoL0ZaMJ2SXRvJaQwkx5ZCtVULOcWAstQVEpfQtAtrAGEJSW1vCOp2Qt56yFoAWYugUXlvsgwZxj7MNl3LvMpw7Mouc0w6DRf1iuSa/nF0iz7xEpXNZmPNmjVs27atufbNkCFDGDp0KPrfBGWS1Urtzz9TPWsWrnylXs2eDp2Ye90tbAyNaj5vQrAv98e2vI/WiTgcDlavXs3WrVuRZRmDwcC4cePo3bt3m5KXG2vs7FxeQOb6YtwuJRCt965ga8RCDgftItAUyCPdHuGS5CmU5n3Kts3/QlZ7mpe1/G2dKbvwIG6/w6hUOuLjbic+7k7KcvL49t3HKdqvVKw2eJkZOOFKIizJZGyoJtfZgAxoNCp6jY+l98R4dP+gystnSgQ+giCcluyRsR+swZpWim1/dfNWdLRqvLoGYe4fjj7B76z9temRPPxw8Adm7JpBtV2ZhRgUMYhH+j1Ch4AO7fIakizzZXEVLx4upt4toQZujg7mXwkR4JZ4ZUlWcx6PWgXXDojjwXHtm8dTX1ZKwaIZFG5dSW69DzbPse7pzVvO+/Qnqc8AfEPaNjsBKC0jDq2A/Qsgeyk46pofsuhDmBc0jdkN3dlbKUPTQx3DfLhuYCwX9orC13jiWTVJkti5cycrV67EalWC4tTUVCZMmPC72jeusjJqvppNzbffItXVIQM7+gzgmytvYLuPcq4auDDUn/viwujUwj5aJ3PgwAEWLVrUvNzWtWtXJkyYgI9P65cl6yps7FiaT9bmEiSP8v9CrV8Jm8MXkB+wjwCjPw91e4jLUy6nsWYjO9aOw6GpArWyrBW0O5nGkQ6OhCqBjb//AFI7Po+jzsDCt97k4DalFo9Gp6PPuAtJ9R1A9oZyFlkrcTb9r5fQNYihV6Xge5ZmVf/OROAjCMJJuSqsWLeXYdlRjtTgbD6ui/HB3DcMr+4hqM9yAuWWki28lvYaB2sOAhDvG88j/R5hWNSwdgu0MhttPHqgkO31ys26u7eJ/6TG0NVs4vv0Qv6zNJvKRqVez7AOwTw5uTMdw888j6ehqpLCzD0U7sugMCOduqrqpkeU2Sujl4mE3gNI6nt0y/kZ5G5YqpQE5f0L4PBqpY/XUeZQ9kZfyTeOIfySq6Ih1wPI6LVqzu8WwbUDY+kdG3DKz7ugoIDFixc3Lx8FBwczceLE3xUgtGVkUP3VV9QvWgxuN5JKxZaxE5kz5XL26pWbuE6l4srwQO6ODSXB68yK7dXX17NkyRIyM5V6Tv7+/kyePJkOHVofMFcXW0hfmsfBtHLkpuC/JrCIjWHzKPI7gJ/Rj/u73Mc1qdfgaMxkz/qLaeQQaJRlrYDVIeh6JVNy+WZQgU4XSIfk/8NbP4xNs79hz+plyJKESqWm67Cx9IobR+mmapbVlVLbFGD5BxsZfk0qMZ3bZ4bzn0gEPoIg/IrkcGPLqMSyvexXbSTUZp2yFb1vGLo/oL9Pfn0+r29/nTWFawDw1ftyV8+7uKLjFejU7ZPHY3F7eCOvjA+LyvHIYNaoeSwhgpuigtmeV82Uz9Kb83gSgs08ObkTo1Pbnsdjqa2hYF+GEujsy6C2tORXj6uRCPOyEdO1B/ETbiQytWvrKycfr7ZASUzevwAKNsFxeUEExFOffCG/qEYz95CGvbvrAeXx+CAvrh0Qx6V9ok87o1VfX8+KFSvIyFAamRoMBkaNGkW/fv3QNG2Xl5xOGpYsofqr2dibzvOo1Wy4cipfjRjPIZXyHk1qFVMjg7kjJoTIVvTROhFJkti+fTsrV67E4XCgUqkYNGgQI0eO/N1y2+lUFDSQvjiPnF0VzTsVq0LyWR/6M6W+h/HR+3BP53u4ttO1qFylZG2+iRq3kqekcoL3BhNBISMoumgzbtVmACIjryIm8m52LVrx/+ydd3RUh7X1f1M1mqLee0UFkABJINE7prj3uCdxnOIkL07sJC/tJS8v7zl26hfHLcWOGzbuxgYsEB1RhYRQF+pt1DVNU+/9/rjDCBkwYMuFePZaLNbcPkVz95yzz94ce/c+3E6JWGfMKWZe9lWYKszsq++jxyWdUKWWU3RlGnnLElBMZVv1Cwg/8fHDDz98rsrWo0bGqwd8QmXkoMkKQ1cQjSY7DNmn8IVrcpp4supJXqx/EbfgRiFTcHPWzXwj/xuEaEKm5ByiKPLuwBg/b+6mxyEZva2PDOa/M+JxW93c/0KFT8dj0Cj57opM7ixJuWQdj800RmdNtY/oDPd0TVovk8mI1tpJ1PSTqB0jfvYC1BuehuD48xzxgk8M+uskslP/DvRWTV4fMxMx60qOBa/kpWYF7x7sxe6SRvTVCjlrZsRwS1EiJWnhyC8whed2uzl48CB79uzB6ZSqgbNnz2bFihXo9VJGmctoZGTjRkZf2YRnSLIaGNfp2XvP13h+ZhGd3o9ZkFLOl+Mj+WpCJBHnEElfKoxGI++88w5dXdLrHRcXx5VXXnnBvK8PovfUGMe2tNF+csi3bCC6hd1RrzGo70Kv0vON3G9we+7tqEUbzccexGh9X+rRCaA9pCJafQXDqzpp82wFQK/LIiPjF7Qd7OXZR76P3SKJp+Iyc1k05yZcJ11U7BimzSmc5lhkF8dQfG06uuAvdtTEVMFPfPzw4wsMz5gDa0U/tqN9k8bQlZGBUitrdjSKoCn0ovkQuAU3rzW+xl8q/8KoYxSARfGL+EHhD0gL+eieKh/EKZudnzR2s2tEuuEkatT8T2Y8JXotf911ir/vbf3IOp5xs4mu2pO+qs5QV8fkDWQyopLTSMxMI9F6iITBrQQoPBCUAOv+CtnrLv0JCQJ0H4W6dySB8nDLGeeTQ1IJZG9gKGk1b7TI2Xikk+b+Pt8mmVF6bpmbxLWz4y/6eTY2NrJ161aGh6XWXEJCAmvXriU+Ph5RFLEdO8bw889jLt0OXs+entwZbLnty7wdEYdJEEGQYiXu88ZKBF1irMS54HK52L17NwcOHEAQBNRqNStWrKCoqOiixctul4fmo/1U7+qiv92r6JbBQFwzZRGvMqLtJVAZyL0593LX9LvQymW0nHiY7uFXEBWC9GOhSkGMfQWOpWpaHZvBIyKXB5Ka+h0srcm8/osnMQ1IcRjhcUksKb4NZbOChj0WmuwCpx3lkqaHMf+6DMLj9R/7tfFjAn7i44cfXzCIboHxuiFsR43YG0d8pXuZWkFgXgS6ohjUSVMTEnqxONB9gEeOPkLzaDMAacFpPFj0IAvjF07ZOWxeT57HO/pxiiJqmYxvJUXxrcQo3q3sZtm2Iz4dz8IMyY/nQjoeu9VCV12Nr6Iz0NEmVV3OQGRSConT80icnkdCVi6ahk2w/ZeSoFgph+L7YemPIeASbm5uJ7TtkVpYDe+BxTixThEAaUshZwPCtLXs74WNRzp5f3MjLq9OJFClYENeLLfMTWJOUshFv9dDQ0Ns3bqVpiZJb6XX61m5ciV5eXngdDL62msMP/8Cjro6ADwyGRXX3cTbK9axT+6tVggiqYFqvpIQ+ZFiJc6HpqYm3nvvPUZGpCiR7Oxs1q5de15zxA/CNDROzZ5uavf1YrdKVUCZAozxjWwPexlT4CCBykDuyb6He6bfQ5BKS0fdY1R0P42gcoIC1M0yYowLkC1LocP9KoJD+jERFbmWAOd6dv/lXQY73gbAEBrOkgV3ou/W03rQTr3dgcP70YlM1DP/+gwSsv06nk8CfuLjhx9fEDh7rdi8njuCbSKzSZ0ahK4whsAZEcgDPt2R2JaxFn539Hfs6doDQEhACN+c9U1unHYjSvnUfD2JosjWwTF+2tRNt7ettSzMwG8yExgesHLz4weo6ZnQ8fxkXQ4rcs6t43HYbHTX19BRc4Ku2mr6W1sm+ekAhCckkTh9pkR0cmagDfLeeI018Mr10HVYehw3W4qbiJt1cU/EYYHmUqmN1fj+pEksAoIgczXkbICMlfTZVWw62snLj1XTNTJhbpiXEMzNRYlclR+H4TyTWec8tcPBnj17KC8vRxAE5HI5xcXFLF68GMXQEIO//z2jm17F452YMoWGseOe+3gtO49ub/lCBqwMD+LL8REsCTMgnyJibTKZ2LZtmy8Cw2AwsG7dOnJyci64ryiKdNWPUL2ri7YTgz7Oqg6W0RJ/jO3aV7GrrAQoArgz607umXEP4ZpQuk+9SHXTo7gCLKACZY+MyJZ8tEtK6Mh5GZdzHwDBwQWEqr/E0dcP0lX7GAABWj1LFtxO+HAk3ZV2Do5bsZxu+YVrKL4mnYyCKH/MxCcIv4HhGfAbGPrx7wbB5sJWNYD1qBFXt8W3XB6kRlcQjbYg+hMzGfwwjDnGeLzqcV6ufxm36EYpU3Jrzq3cl3cfwQEX9wv9YtBqc/CTpi7KhqWWRbzXk6dQo+G3WxvYdEzSgJxPx+O0j9NTX0uHd/LK2NKMKEwmOqFxCSSdQXR0IZPHtnHaYM9v4cD/A8ENaj0s/xnMvRfkFyCa1kFo2CK1sE7tBI9jYp0+GrLWQfYGSF2MW6ZkZ8MAGw93sLOh3+c4YNAouXZ2PDcXJTI97tJeW1EUOXHiBKWlpb4Mq4yMDNasWYP21CmGn38eS9lOqd0GnCqYy+ab72BLUISvehGqVPCluHDujAsnOXDqNCqCIHDkyBF27NiB0+lEJpMxb948li1bRkDAh5/HOe6m/mAv1bu6GT3Diyo4TcnxqDJKeQNRJqCSq7hh2g18deZXiQyMZKB7K00n/gu7ZhAA+QiEn8wgfNE1dGhfx2aT2oyBgSlEBt3Fyc0ttFRIImeFSsXCkluJH09loM9GzbjAsLcCp9EpKVyXyozF8ShUfuHyR4HfwNAPP77AEAURx6lRSahcMwju04FZMgJzw9EWRqPJ/GQiJC4El+DilYZX+GvlXzE5pSrL0oSlfL/w+6QEp0zZecY9An/2Rk04RRGVTMY3k6K4PzGSN492sWJbAyZvcOrNhYk8dEUW4foAXA477bX1dNaeoKPmBMZTTQgfyPALiY71VXQSc2eiDws//4U0bYd3H4BRKYGc7A2w9rfnFy+7HdB7AjrKoXGr9P+kSaxUqaqTfSUkFIFcTvuQlZe3t/DqsS76zRPEaG5qGLcUJbJuZiwa1aVX8np6etiyZQudnZ3SqUNDWbNsGVE1NYx++csMNkltSadSxYFb7+SNBcs5IfNWkUTJEuDLCRFcHRVK4BS1s868tjOdl+Pj49mwYcMFxctDPRZO7uqm4VCfLyVdpVEQka9id9AblFkkAbJSruT6zBv56syvEqOLYWTwMId23YJV0w4akNkg9HgsMXPvpmd9KfWmR8EmjadHhd5BU6mF8oOvACCTyZlXdC2pTMfUZqfcbqHXO6mlUMnJX5HInDXJ/lytTxH+is8Z8Fd8/Lic4R62Yz1mxHbMiGd04gaoitGhLYpGOysKhW5qA0IvBXu79vLI0UdoHZPiCzJCMnio6CFK4kqm9DzvD47xk6ZuOu3SpNGSUAO/mRbP2OA4P3/rJCe7JcI1PS6IX141nVh7H20njtNZc4K+5gY8bvek4wVFRpM4fSZJ0/NIyJ1JUETkhS/CbIRtP5YiJ0BKUV/3CGSvn7ydZUBqfXUegs7D0F0xuaoDEJMHOVdKpCkqB2Qy7C4P79ca2Xi4gwOnJiaOwnVqbihI4KaiRNIjP5og1mq1smPHDioqKgBQqVQsyMtjWnU15jfeRDBL1bP+uAS23XUvb6ZMY9jLzdQyGVdFhXBPfARzgrRTrhOz2+2UlZVx5MgRn/PyypUrKSgoOK94WfAItJ4YpHpXF90No77loTFaIooUvKN4nl1GKRldKVNyTeY13DvzXuL0cVhNTdTvf5DRgGppJxcEVYSSOP1rDKScoH9wCwByeQBRYTfTeUBD7a79iKKAQqZkbv41JCtzGB9w0GAXaPdOaslkkF0Sy9wrU9GHaqb0Nfqiwl/x8cOPLwgEp4fxmiFsR/pwtExoPmQaJdrZkegKY1DF6T7T/J5To6d45Mgj7O/ZD0BoQCj3z76f6zKvmzIdD0D7uIOfNnVTOiQRm7gAFb/MiGe+NpBHtjSw8YhUuTBolDy4JouVkS72PfsIu2urJx1HHx5BUu5MnyA5OCr64i9CEKDiGSj9L0mDI5PDvG/Ash+DSifpfE6TnM5DkyewTkMbDonzIGWRRJRCk32rGo1mNh7u5PXjXYzavAJcGSzKjOTWokRW5ER/5OgMl8vFkSNH2L17Nw6HRL5yYmLIq6qC519gTBQRgarFy9l89U3s1AZLrj+C1EK8My6CL8WFEameenItiiK1tbVs2bLF13KbOXMmq1evPq/zss3kpHZfDzV7u7GMSM9HJoPU/EiCCwReMv2NXV27AFDIFFyVfhVfy/saCYYE7PZ+Tmy/hwH2QID0HHVVOpKT7sV07Si1vb9HHHQBMiLC1jFwPI73nypH8HjQKoMoytxAjJiEZ1Sg3jFOk0PA29UieWY4Jdek+ye1PkP4iY8fflxmmBQOWjmA6JhQjwZkhEhC5dxwZJ+xVmDEPsJfK//KpsZNeEQPSrmS23Nu52t5X8Ognrr0crtH4LGOfv5fhxG7IKKUwdcTo/hOUhSbK3pYse2wjyTcUJDAt+dFUPP2Rl7auxOQtBeZc+f72lch0bEfjSgaa2Hzf0iEBiBmJsy5C2zD8Mpd0HUEHKaz94vMgcS5EtlJKoawNOkO7YXN6WZzVS8bj3RQ0THqWx4brOHGwkRuKkwgIVR76dfrhcfjobKykt27d2MySdcXqVYzp+I4IRtfBsCqCWTnbffwZuF8TjHRNlsUquee+AhWhwej/IRap8PDw7z33ns0N0uttbCwMNavX3+WIzRIfxvGVhPVu7toPtaP4G3zavQqpi+MIzDfwTNtT7O9djsAcpmcDWkbuC/vPpKCknC7LTSU/5hu06uIKqmMpalXk2S4E89VwTT2Po3bK4QPNszD3JzLzn8cw+NqIUqTTH7acsLcUYjjIn1uDycdAlbvNUQlG5h/fQbx00LPum4/Pl34W11nwN/q8uPzDCkctB/rUeOkcFBFmMYrVI5CGfLZl81dHhcbGzbyeNXjmJ1SW2RF0goeKHiApKCkKT3XjiETP2maSFBfGKLnN9MSGB+28/O3TlLVJVXBsmMM/NcV6biOb6fi3bdwu6TtcxYtY+HNd3zM3Csb7HkEDvxZEi/LVaCLAHMfPq+A01DpIKFQIjmJ8yChAALPvhGKokh19xgvHe7knaoeLA6p/aaUy1iRE8UtRUksnhaJ4mOQDUEQqKmpYefOnT4/Hr0IuVWVJDc0IhdF2tOn8e7tX+a92GSs3qeiU8i5KSaMu+MjyNJ9cp83t9vNgQMH2LNnD263G4VCwcKFC1m4cCEq1eSqks3kpOmIkfqDvQx2Toj4o1ODmLkkHlm6ladqn2Bb2zYAZMhYm7qWr+d/ndTgVATBRUftE7R1Po4nQKoOqdrlJLquRrOiiBbjY9jt3QBoA6fh6p1L5Zs1iE4Pyfrp5ETORydKZN7iEamRy+kbkz5jumA186/PILMo+gubnP5pwN/q8sOPfxOIHhF7wzDWo0bs9R8IB50ZgbYwmoDU4M/F6Ksoiuzu2s2jRx+l3SSJebNCs3io6CHmxs6d0nN1jDv4RXMPWwYlYhOjVvFfGXEs1ml59P1GXjrcgSiCIUDJ91akk2+r59DvHmLcJG2fkDuDJbd/hZj0jxhw6nZIrsjHn4fqTeCaIKIILjB7oyhCkiZITuJciJoOivN/7bYPWdl8opd3qnqo7zP7lqeEa7m5KInrC+KJMnw8siGKIk1NTZSVldHXJxkZBrhc5FSfJMNbVSm/YgNvr7mawwHeaBIRMrUBfDkhkhujQ9FPgdngh6GtrY3NmzczOChNT6WmprJ+/XoiIiJ823hcAm3Vg9Qf7KPj5BCC929DoZSTWRjFjKUJ2EKHeKLqj2x5bwuil4SuSVnDN/K/QXpIOqIo0tv2Gs21/4NTMwYBoOiXEdNbQtgVN9Jm+Tvm9jcAUKujYXQhx15oQ2U/xfSg+aTH5aNEDSJ4lHJaggKobzcjeNzIFTJmrUykYG0Kao3/Vvt5gv/dAB577DEee+wxPB+Y3vDDj88Krn6bJFSuMCKYXb7l6kQD2sJotPmRyD9HX6aNI408cuQRDvYeBCBME8Z353yXq9OvRnGhke1LgEMQeLyjnz+1Gxn3trXuTYjke0nRbKnqYcWWI4x421rXzorj9ngrJ15/lF3eqIjQ2HgW3/5l0gvmXtqvb0u/V5dzcEKELLgmbyNTQPycCZKTMBeCLhyR0DVi490TvWw+0Ut194ROS62Us25GDDcXJVGcFjYl1YL29nZ2bN9Oh3dSS+VykVVfz7SGRsyhYbz23Yd4Y1oefUjnUsjgiohg7omPYEGI/hOvWFitVt5//32qqqSoDZ1Ox5o1a5g5cyYymQxRFOlvN9NQ3kvjUSMO64QQPSrZQHZJLJmF0fQLvfz5xMNs3rMZwTsVtzJpJd+Y9Q2mhU4DYHhgPw1Hf4wtoBs0IDdDeF0GcSu+QWfW61T3fk96DRQ6VPbFnHhlkCD7OHOD1hEbkeZ7LRThGgZi9VRUD2FtkdpgSdPDWHTTNEKiP3oL0o9PDv5W1xnwt7r8+Cwh2E+Hg/bh7Jj4tS/XqdDO8YaDRn/y4aCXgmH7MI8df4xXm15FECXfkztz7+SrM7+KXj214s2dQyZ+0tRNy7jUiigJ0fG/0xJwjzr56ZsnqewcBWBatJ4fFuoZ2vkanTVSIGagIYiSG79E3oorLhz6KXikvKszRcgjreffPrEYljwEyfNBdXGeSL1j47xX3cfmEz0cP0O3o5DLmJ8ezvqZsVwxI4YQ7dTEhfT29lL69tu0eMe/FW43mU1NZNXV07Z8NW+vuZLSwCCf80GESsntceHcERdO/McMC70YCILA8ePHKS0txW6X3I4LCwtZsWIFgYGBWEYcNB7uo768l5G+ieqaLlhNVnEMWfNiCYvT0Wnu5OkTT/P2qbfxiNIP2aWJS/lm/jfJCZcMDc2WBhrKH2JMcRIAmR2CKyNJLLofY8xB+gekSS2ZTEWAZz6Nm92EW1PIMMwhSD1hXaDJCsWZGcqhg330NEuENShCw8IbM0nJi/C3tT5lXMr92098zoCf+PjxaUMURZytJqxH+xivHkR0fSActDAGTXYosin2Qfm4cHlcvFj/Ik9WPYnZJZG0VcmreKDgARIMCVN6rm67k583d/PugHRziVIr+UV6HCsMen5X2sjzh9oRRdCpFXy3OJL4U7uo3zchXC5YdzVzr7mRAO15SKPdJGVdnSY5XUfPIUKWQViq5J5slTKWiM2XnJfj51zU8+g329niJTtH2kYmjiyDealhbMiLY+2MGML1U2fyZ2xrY/trr9HkHUGXCQJpp1pIGx7h2M2382rGdBpdEz5BRUE67o4PZ0NUCAEXmW31sa/RaGTz5s0+v6Do6Gg2bNhATHQcrZUD1B/so6tu2OeqrFDJSZsVSXZxDAk5YcjlMmoGa/hnzT8pbS/1VXgWxS/iW7O+xfSI6QDY7b00Hv0ZA/adUoioB3QVWpJSvsbYTCO9xk2IohuQESAU0vW+gWjzdFIMM1B54zZkAQp0hdEoZ0VRsb+Xk7u7EEVQquQUrE1m1qoklB/BM8mPjw8/8fmI8BMfPz4tuMcc2CqM2I4azxEOGoN2ThQKw6cTDnopOJeOJycsh4eKHqIwpnBKz+UUBJ7sHOD3bUbGBQGFDL4SH8kDydGUnujl/7bUM2SVBKRX54axVqilYfu7E8LlhUtZeMud5xcuO22w7w+w/09ne+eo9RMi5Nh8aN8Ph56UxMsqHSz/Kcz92ofqdQCGLA621vSxuaqXQ61DPokWQGFyKBvyYlk3M5aooKkTCYuCQN/OnewqK6NRoUCUy0EUSe7oJDIugbIV63hLqcXqkQhCoFzODTGh3BUXzgzDp9eacTqd7N692xeDoVKpWLZsGUkR2TQdMtJ8rB+nfUJ+EJsRTHZxLOkFUQQEKhFFkb3de3mm5hmO9B3xbbcgfgHfyP8G+ZH5ALjdZk6deJjuoZelEFFAc0JFouZGnAu1dA6+gCBIsR4qIZeRXcnEmYqI1U4E4yoiAzHMjyNwViQNxwYof/MUdovU6kyfE8mCGzIxhH32gwVfZPiJz0eEn/j48UlCdAuM1w5hPWrE0TQ5HFSbH4m2MPpTDwe9FDSPNPPbI7+lvLccgHBNON+d812uSr9qSnU8AHuHzfy4qYtmm0RI5gVLbS3R5OTnb9VwrF2qmGRGavlGzAB9u96aEC7nzGDJHRcQLte/B1t/CKPe9PSQJKlldXqsPHq6FCdxqgw2fw9G2qTtpq2VjAhDEs976FGbk201fWw+0cuBU0N4zmA7sxJD2JAXy/q8WGKDpzYqxNnVRe+rr1F+8iSNsTEICuk9iRkzIRbOZ2vmdA5ZJwhepjaAu+IjuCkmbEqS0S8FDQ0NvPfee4x5s73S0zJJ1ufTftyMaWAiW8wQriGrOIbs4hiCIyVS5vK4eLf1XZ6tedYXaquUKVmbupa7pt9FVlgWAILgoKPpb7S1PYZHJT1v9SkZsSMrUK7Kpt38PG73qLS/kIL9QB5JY0sxqKRgUBERTVYohoUJBGSEYGwzsXdjoy+xPTRWx6KbM0n0B4l+LuCf6vLDj88RnD0WbEeN2Co/GA4ajK4wmsCZEcjVn9/y+Kh9lMcqH/P58ajkKu7IvYN7Z9475TqeXoeTXzT38Hb/KCBpTX6eEceaYD1/KG3iX+VtCCJoVXK+leEksPJlWg+fIVy+7R7SC+ednzwOt8CWH0GTNNZMUDxc8b+Qc9Uk7xwsA5LzcvUm6bEhDtb9VnJPPsexTXYXpTVGNp/oYV/zoC8FHWBGfBAb8uJYPzOWxLCpragI4+OYS0vpf/0NjlssNGZNw50gxWHoAgIZLF7CYyo9Ay43WB0oZLA2Ipi7PyWx8gcxPDzM1q1baWxsBECr0RMly8V0QEM1UgtRGaAgY04k2cWxxGWG+CYWzU4zmxo38ULtC/SPS9vqVDpuyLyB23NvJ0YXA4AoCvR1v0Fzzf/gVI1JIaJ9ENk4E/3KFXTINuIYkXx8FJ4YZBXFJA5dgVquARUIShH93FiCFiSgDA/EZnJS9q866sulCTi1RsHcK9OYsTQexeesBe3HxcFPfPzw4xOAYHNhqxzAerQPV4/Vt1wRpEZbEI2uIBrlZxAOeilwCS5ern+Zv1b91efHszJpJQ8UPEBi0PkrHh/tXCJPdw3waFsfNo+AHLgnPoIHU2IoO9nHir9VMGiRfrVfmyRS0LcL43s12LlI4bJrHPb9UWpteRyS1878+2Hxg6A+Q/sjCHD8OSj9OdhHARnMuw+W/QQ0k39FWhxudtQZeaeqlz2NAzg9E1qZ7BgDG/Ji2ZAXR0rE1ArSRVHEXlXF6OtvMLx1K41xsdTl5OAMCEAEbDEJtOXNZb9DkJyVXW6i1ZJY+fa4cGIDPv0WqtPpZN++fezfvx+Px4MMGdrxBAKNSVhFBcggISuU7OIY0mZHoQqY+CHQZ+3jhboX2NS4CatL+luKCozittzbuHHajT4zTFEUGBzcRXPlL7EpukAF8lEIrYgnYsH1dF7xHr22PwIg94SiObmUBOOVyJCDHNxaD2Er0tEXxiEPUOBxC1Tt6OTwOy2+llt2SQwl12agDfr8taH9uHj4iY8ffkwRREHE0TwqCZVrhvB51HvDQXWF0QR8RuGgl4oP5mpNC53GD4t+OOV+PAD7Rsz8Z2M3jTbvNE+Qlv+bloDS6uZr/zjC4TbJXC/X4OEm+UmGdh/AiCRcnrPuauZ9mHAZoGErbHloIig0bSmsexQiPtAK66+XnJc7pFYeMXlw5R8hvsC3ybjTQ1l9P5tP9FBW34/DPUF2MqL0XrITS0bU1DlTn4Z7YICxt99m9PU3sLe00JKWRu3SJYxrtTiUKrpSsqhLyqDLAzik61oQoufu+AiuiAhG9Rl87kRRpK6uji1btmI2S4JxlSMEvSkDpUdLcFQg2cWxZBXHnKWRaRxp5NmaZ3mv5T3colQpzQjJ4K7pd7E+dT0qhWRi6HZb6e17nY7GJ7DTBwqQjUNQeTAxuTfTd9VhGix/BhvIPDqCGlcS1b0euaBGFEUckS5iNuShzQr3jcyfOt5P+eunGPO23aKSDSy6eRoxaZeWbu/H5xN+4uOHHx8T7qFxbzhoP56xM8JBY3VSK+szDge9FLSMtfDIkUfY170PkPx47p99P9dlXDflOp4+h4tfNnfzhretFaZS8LP0ONaFGPjzjmaeOdCGRxAJknv4SnArYvVuhi5WuAySLmfLj6BRGk/GEAdX/AZyr5ncrnKNw55HJZGz4AKVVqrwzPs6KJTYXR52NQzwbnUvO+qM2JwTgtuUcC0b8uLYkB9LVvTU67NElwvL7t2MvvY6lj17EASBjqQkTm5Yj1WnY0AfTFNKFg3hcTgAPGDwOivf+Qk7K18Ixr5+3nztHXoHpGktuScAvSkdnSyKaSUx5MyPJTo1aNJrJooih/sO88+af7K/e79veWF0IffMuIeF8QuRy6T20vh4N13d/6K740U8SCPusnHQHQ4gJupaRq7qosHyFFhAJqgJbl1JRPsGFG4tLtGBI9lJ4vVz0URPkNS+1jEOvNpM7ylJexRoUDHvqjRyF8RdFj9Y/Lg4+ImPH358BAhOD+MnB7EdNU4OBw1Uop0lhYOqL6MQwjHHGE9UPcHG+o24RTdKuZLbsm/jvvz7pjRXC6S21j+6B3iktQ+LR0AG3BkXzg9TY9hb28/KfxxnwOxAJgrcbOgmsW0vjlNnCJdv/zIxGdM+5AR2icTs+z247SBXQsm3YPFDEPCB96RxG2z90URY6LQrYN0jOPUJ7G0cYPOJXkprjb7ICICE0ECJ7OTFMj0uaOrJjijiaGxk7I03GXv7bTzDw4hAT1wcJ+fOZTAwkJbIeOoS0+nVh/j2y9VpuDs+guujQ9F9ymLlM9HbOszWzdtpH6wDmQiiDK01kfSYGUxfl0j6nMmtLAC34Ka0vZR/nvwndcN1gJSjtTJpJffMuIcZETMA6bUZGT1CZ+c/GRgoBamZh6If9PvURCVciXmNlWb7y2ARQVAQ0r2E8FNXoXSGYPaMIMuVk3bTItRnkMKxgXEOvnmK5mNenZFKzqxVScxeneR3Xf43hP8d9cOPS4Bgd2Pe2YnlYO/nNhz0UuAW3Gxq3MRjlY8x5pDIxdLEpfyg8AckByVfYO9Lx8FRCz9u7KLOKrW1Zhu0/F9WAoE2D9985igHW4ZBFJmr7GPJ6CHsbb04uEjhMkDj+1Jb67ThYOpiqa0VmTV5u8FmSbzc9L702BCLe83D7FeVsLm0l201dZjsE2QnNljD+pmxbMiPIz8heOrJjiBgr67GvH075vdLcba3T1zqtExOFhbSpNZQG5tCfWwKdpWkMVHJZFwZFcLdceEUBes+s4lAh81F4+E+Du2roMdRg6BwggwCPREUzFhA4dKsc7oY21w23mh+g+dqn6PbImVhaRQarsm4hjun30miQdKSCYIDo3EznZ3PYrbU+PZX18vQ71ZjSCrCdLWNJsVr4HWHMPTOJaL5elS2KIzuDrTzAph27RUoVRP6HLvVxdEtbVTv7ELwiCCDnJJY5l6Zhj506vyU/Ph8wU98/PDjIiB6RKxHejGVtiN4bfI/b+Ggl4oDPQd45MgjvpHgjJAMHix6kPlx86f8XP0OF7861cOrRmkMPUyl4CdpcVwZFsRfypr5x75W3IJInHuIGzzHEduasAMaQxDzb7iVvJVrP9xxeaQdtv4YGt6VHhtiYc1vYPq1k9tadpMUKHrwcRBciHIVvdl385Tset563cyIbcIPJsoQwLqZkmZnTlIo8iludYhuN7ajxzCXlmLevh230ehbJ1OrGV++nIrUFPbJ1NTEpdIRFu17LvEBKu6Kj+DW2DAi1Z9NG1UURLobR6g70Ev9iVZM2iZc6jFQQIBCx8J5S1mwogD5OSafBscHebHuRV5ueBmTU9L+hGnCuCX7Fm7JuoVQjRTc6nAM0N39Il3dL+ByDUk7O0F7WI5ulwL1tFQGb+xjOGyf96Jk6AbziGi+FvloDF2eJsKWG5h9xc0olBOvk8clUL27i6PvteHwTlom5oYx/7p0IhKmXp/lx+cLfuLjhx8XwHjDMGPvtuLul3QEyshAgtemoskOuyz7/u2mdh498ii7unYBEBIQwrdmfYsbpt2AUj61XwluQeSZnkEebunF7G1r3R4Xzo9SYyivH2D1M3voM9nRuy1cJ5wguOcEoihevHDZZYcD/w/2PjrR1ir+phQhEXDGDUwQ4MTLsP0XYJEIxljCUn5uv523KrSAJKAO16lZOzOGDXlxFKWEfaz083NBcDqxHjiAubQUy44yPKOjvnVyrRb90qWML5jPTqeLzTY3tbGpmAMnnv+yMAP3xEewIjwIxWdU3TEP26kv76W+vJfRIQs2fTvjwd0gA4VcwfySBSxeuuisBHWA2qFaXqh7gS2tW3B5s86SDEncNf0urkq/Co1S+gFhMp+ks/MZjMbNiKK0nXxUhm63HO0+OWJOEMNfHsYdJ43FK+1hBHcvIrh7ETYTNAuNxK2LYsHyeycRHlEUaT7Wz8E3T2EalEpD4fE65l+XQdL0cPz4YsBPfPzw4zxw9VkZfa8VR6NUpZBrlQStTEY3L+ZzFyFxMTA5TTxV9RQv1L+AW3CjlCm5JfsWvp7/dYIDpn5a5fCohR83dVFjkW4w+YZA/ndaAkF2ke/86xj7m4dQCU7WOE6SNViB6JZucNkLlrDwljsJjor+8BM0bYctD07oc1IWSW2tqOzJ23Ufg/cekmIpAFdwCk8Gfo1Hm1MACFDKuWZWPFfmx1GcFoZyit9bwWrFsncv5vdLsezejWA9w94gJAT9iuUYVq1iICmJvxyvYZdHQXtUKoI3MiJYIefWuHDuiosgVfvZtF88LoGWqgHqD/TSUTcs6ZA0RqyRrQhy6X3LyclhzZo1hISETNrXLbjZ0bGDF+tepKK/wrc8LzKPe6bfw7LEZSjkCgTBTX//Vjo6/8nY2FHfdupWOboyGZrjcpxZcoa/5cSVMgSiAr1xFsHdS9ANzmDY0UeVUEnalfNZtfT7Z1UIe5pHOfBaM8ZWqcKkDVYz76o0sktip7ya58fnG37i44cfH4DH7MS0vR3r4T7JXVkhQz8/jqBlici1l8d01pnwCB5ea3qNxyofY9guVTYWxS/iB0U/IC047QJ7XzoGnC5+faqXl/ukc4UoFfw4LZbrIoJ5rOwUf9/XgtvtId9az2LLMRi3IALx2dNZesdXPly4DJLb8tYfQ/1m6bE+Btb8D8y4/gMmhP2w45dw/HkABJWO9yPu5HvtJYwLSmQyuGFOAt9bNY24kKn1VHKPjGDZuQtzaSnW/fsRnU7fOmV0NIZVqzCsWkXgnNm839bF0/UtHGsewB424Y80XaPi3pQYro4KJfAzItqDXWZq9/fSeLjPl4TuUlpwRbdi9Ug/CMLDw1m7di0ZGRmT9h21j/Jq06tsrN+I0SZV2ZQyJatTVnNbzm3kReZJx3ON0dX5Ml1dz2F39Eg7i3ICjyvQlYqo2+U40wSGvuPGOU1E7Y4jonEBwT0LUTqDMY63cdKzhYwrF3Plip9OqvAAjBptlL95ipbjA9I1BCiYszqJWSuTzhJZ+/HFgJ/4+OGHF6JLwLy/G/POTp9wOXBGOMFrU1GGf77NBs+Hw72HefjIwzSOSC2B1OBUHip6iIXxC6f8XB5R5NnuQR5u7WPMLb1+X4oN48epsRxtHGTNv/bQMzpOyngHqyyH0VgHAQiNjWPRbfeQUVj84eJct0Nqa+15FNzjIFNA8TdgyQ8nmwu6nXD4Kdj9sC9stDZyHd8wXkl7q1TZWp4dxQ+vyCYrZur0HC5jP+Yd2zGXlmI7fAQ8E2PvquQkglavxrBqFZoZM+hxuvldfQuv7jxGv0oDeqnNEiy4uS4qhDtT48nRfzafObvVRdMRI3UHehnoMPuWB4bKIb6HgcFG8IBKpWLJkiUUFxejPKO60jjSyIt1L7K5ZTMObwZamCaMG6fdyE1ZNxGllSwIrNZTdHY9S2/v676sLIVHi3a3gLbUg2JMhitBZOibLlwzVARZFhB9ZD6BI9OQIaPb2kSLu4xpG5Zw9apfolJProaNW5wcebeNmt3dCIKITAY5C+OYuyEVXbBfuPxFhp/4+PGFhyiKjJ8YYGxLG55R6YtalaAnZH0aAamXp2FZp7mT3x39HTs6dgAQpA7im7O+yU1ZN6GST33V6tiYlR81dlFtkW5gM/VSWyvMKfLA8xXsbRokwjHAzaZDRFkkX5eLFi4DNG+X2lXDp6THyQulzKzo3LO32/pjGJSI3lBQLj+w3sbOzlQA8hOC+fG6HIrTpkbP4ezowFwqkZ3xyspJ6wKyszGsWolh1SoCMjOxeQTeHhjluUM1HBt3I8pkoNKg9LiZIzi4NyuFdUlxn4l2RxREuupHqCvvpeX4AB6vMaNcISMlLwJl3DAVtQcZH5Te3xkzZrB69WpfJpJH8LCraxcv1r3I4b7DvuPmhOVwW85tXJF6BQGKAERRZHh4Px0df2NoeI9vO40rCs1mC4G7XMhcMtxRMPwVN4q56YT3LEVbNguFW4cgCnRY62hxVZO1bik3rPkNKs3kwQK3y8OJsi6ObWnzOS4nzwyn5Np0wuMuH4sJPz45+ImPH19oONpNjL3bgtP7y1YRrCboilS0+ZGXpXDZ4rTwdPXTPFf7HC7BhUKm4Kasm/hm/jcJ0YRM+fn6HS7+r7WXF3ultlaQUs6PUmO5KTKUx3c18/SeVlQOE6tHD5NlbgS8wuW1VzH3mhvR6C5wIxrthG3/CXVvS4/10bD6f2DmDZPbWsMtsO0n0PAeAI6AMP7Ml/hrfzEiclLCtTy4Jpt1M2M+1si35LHTJE1ilZbiaGiYtD5w9mxvG2sl6sREPKLIgRELr9R1sLl/hPHTEV4yGfGjg6wKlHN/0SwSwj+boMuxgXFJqHywF8vwhPlmeLyenAWx6BM97Nj5Pj3HpBZUZGQk69atIzVVIpJjjjHebH6Tl+pf8o2jK2QKViSt4Lac25gdNRuZTIYguOjre4v2jr9hsdR6zyJDP56E+pUBAg6NIEOGOwysGxToFq0ivm4+ii3RyJDhET2cMlfS4qom54rl3Lzut6gDJ4/HCx6BxsNGDr3T4nsuEYl65l+f4Q8S9WMS/MTHjy8k3MN2xra2Mn5CarfI1HIMSxLRL4r/XAeGng8ewcNbp97izxV/Zsgujf3Oj5vPg4UPkhGacYG9Lx1Wt4e/dvbzeOcANm9G1c0xYfw0LYaK5mHWPL+H/uExCkaPU2A+gVyQ9CEXLVx2O6H8L9LoucsmtbXmfR2W/mhyW8thgb2/k7b1OBFkSjZrNvDTkfWY0BGuU/OdFZncOjcJtfKj6WR8HjulpZhKS3G1d0ysVCjQzZuLYdUq9MtXoIqW2jhNVjubvOP7PQ6Xb/Ngm4XsgS5uiAnjquXzCA7+9CuKLqeHlop+6sp76W4Y9S0P0CrJLIomZ34s2nA5O3bs4PgLx6V1AQEsXbqUuXPnolAoaBlt4cX6F3n71NuMu6UqUHBAMDdk3sAt2bf4AkPdbjM9Pa/Q0flPHI5eAORyDdqxGNT/6kVTIy3zBIH7mhiCFt5C2LHpiO9KDNEtODllrqLFUU3uFSu4df3vzyLLHrdAfXkvFdvafZNa+tAA5l2dRtbcmMvyB4wfnyz8xMePLxROGxCa93eDWzIs0xZEE7w6BcVlGjx4zHiMhw8/7HO8TQ5K5sHCB1mcsHjKDe3cgshLfUM80tpHv1MiM3OCtPxXehzRHhkPvljJ7nojueY61o0dReOWLADis6ez5I4vE5uR9WGHl3CqTGprDTVJj5Pmw/pHIXr6xDaiKCWnl/4czNLNs0ZTwHfHbqZ5PIFAlYLvLErl3sVpGDSX3tr7UI+dgAB0CxZIlZ1lS1F4p5iGXW7e7Brglb4RKs023/Zql5OMgW6mD/awPjuDBdevx2D4dL1iRFHE2Gqi7kAvTUeNuOwT5puJOWHklMSSOisCmRyOHj3Kzpd2Yrd7p/Hy81m5ciU6vY593ft4vvZ5ynvLfcfODM3k9pzbWZe6zjeObnf00dn5DN3dL+HxWABQKoLRtGnQPDeEukuqIAlaUFyfT2TJ1xAO6/G850BExOmx02Q6RoujmumrV3H7lX8i0DA5JNbt8lC3XyI8lhGpwhNoUDFrZRJ5yxJQXoY/YPz4dOAnPn58ISAZEPZ5DQilX+AB6cEEr09DfZn2/bst3fz+6O95v11yHzaoDNyXfx9fyv6SL8BxqiCKIqVDJv77VA9NNukmk6xR85/psawOMfD47hae2NVMnLmNLw2XE+aSJn4uWrgMMNYltbVq35Ie66Jg9a8h76bJba2eStjyQ+g8CMCQKpYf227lfXsBCrmcL81N5D9WZBIVdGmmkoLD4fXY2Y6l7AMeOzod+qVLpcrOooXIdZK3jlMQ2DYwyqa+EbYPmXCJUqVCLgokDRmZZuwkwzzM/KJCSq65G51uapPaLwTrmIOGQ33UH+hlpG+CjAVFaMiZH0tWcSyGMA2iKFJfX09ZWRkDA9L0U0xMDOvWrSMsJoy3Tr3Fi3Uv0mGWql1ymZylCUu5Pfd2CqMLfe+t2VJPR8ffMBrfQfQGi6pl4aiPOtG9ZEVhGwfkiHoFmmuWEDrna4xXjON63wU4sHusNIwdoW28humrVnDnVX9BFxI66Tm5HB5q9nZz/P0ObCZpWk4brGb2qiSmL4r3T2r5cUH4iY8f//awNwwz+kEDwnVeA8LPyATu48DmsvG36r/xbM2zOAUncpmc6zOv5/7Z9xOmmXotw3GTjV+d6qZ8VPKfCVMpeCAlhjtiw9hR28/qZ44z3tvJuuEDJNq9sQOGIEquv5X8VRchXHY74eBjsPu33raWHObeB8t+DJozWkHWQdjxK6j4FyDilGt4zH01T5jX4kDNmunRPLgmm4yoiyeyHosF6969kqHgrt0ItglyoAgNRb9iOUGrVqEtKUGuliqCoihSYbKyqW+EN40jjLgnprdixs2kd7eS0d9FiFzGvHnzKC4uRqs9O67hk4LHI9BePUTdgV7aTw4hChIZU6rkpBdEkVMSS1xmiK8FdOrUKXbs2EFPj1SF0Wg0rFixgojMCF5sfJE3972J1SW99waVgesyr+OW7FtIMCT4Xo/h4f20dzzN8PBe33UEOMMJeN+CbosJmSgD5IhJBkJuuQVt9AasR4aw7pGm7qzuMepHD9E2XseMFSu465rH0IdNFqA7x91U7+6iakcn42bpx4s+NIA5a5LJWRCLUuUnPH5cHPzEB3jsscd47LHH8JwxfurH5Y9/NwNCQRR459Q7/KniTwyMS7/K58XM48GiB8kKu4gW0iWifdzB/7b08qY3PT1ALuPehEi+nRRFh9HKHU8fpq6pnXmjR8i2NCADFEolc9ZdfXHCZYCWXfDeg74pLBKLpbZWzMyJbTwuOPI32Pm/4M0T28ICfmm7hT7CKUwO5cfrsilIvjjS5+rrw1xWhqVsJ9ZDh8A1ocFRxsRILayVK9EWzEF2Bmnrtjt5zTjCpr5hX9ULIFwmkmnsJKm9iTCbGY1GQ8nCBcydO5fAwE9vJH2o20JdeS+Nh/p8xAAgJi2InPlxZBREoQ6ceD6dnZ2UlZXR2irlmqlUKmk0PVXJM63PsPetvYhIpCktOI3bcm5jQ9oGtCqJxAmCi/7+984SLGuGgwl8zULgcWlgQJTJkJekEnXHd5C5s7Hu78HSKLUOTc4h6sYO0jneQO7S5dxz3bcJioia9LzsVhcndnZxoqzTFy8RFKGh4IoUsopjUHxE7ZYfX1zIRFEUL7zZFwMmk4ng4GDGxsZ8Y5p+XH7wWJyYSj9gQFgSR9Dyy9OAEKCyv5KHDz/MyaGTACQaEvl+4fdZnrh8yqtWIy43f2wz8o/uQVyiiAy4ISaUH6bGonIK/HZrA1uONFI4WsEMUw0Kb0L2RQuXAca64f2fQM0b0mNdJKz6b8i/ZXJb69ROKT19oB6ARlkqP7HfwRExm/RIHT+8IptVudEf+hqcTjs379iBZUcZ9pqaSevVqakYVq7AsHo1mhkzJh3L6vaweWCMTX3D7B+1cPrLMlAuY57cQ1T9CUK625ADWq2WkpISioqK0Gg+new2h81F09F+6vb30N9+hudOkJrs4hiyS2IJi53cXjMajZSVldHgnUhTKBTkzcljJHaE19pfo83U5tt2ccJibsu5jZLYEt/r4nab6e55mc7Of+Jw9AEgQ4WmRYXuRSfqHomIiFo5mg0LiL39QVwdasz7uhG92qJR5wA1I/vpGW8mZ/FSiq+/lZDomEnXOW5xUrW9k+pdXb6x9JBoLYVrk8ksij5nBpgfX1xcyv3bX/Hx498G5zQgnO41IIy4PA0Iey29/KHiD2xp3QKATqXja3lf4/ac21ErplaMbfcI/L17kD+3G30GhEtCDfwsPZb0gACe3tvC33fUkjN4jDtNJ1B5NRxJM/JZeOudFydcdjvh0OOw62FwWaW2VtG9sOw/ITBkYruRNmk83evOPCYL4mHnjWz0LCPcEMhvVk7jpsKE88ZL+MTJZRLZcXV3T6yUyaSx8xXL0S9bTkBa6qR9PaLI/hELr/QN8+7AGOOC4Fs3P1hH4fgossP7cYyNAqDT6ViwYAGFhYWo1Z+8QF4URLoaR6jb30tL5QAel9dzRy557mTPjyVpehiKD7w2w8PD7Ny5k+rqagBkMhkpOSm0hLfw695fY/dOROlUOq7JuIZbs28lOSjZt7/d3ktn17OTBMtyIQDNUQHDJhGF1Q3IEeN1hNx2M1HX3Ift+CjDL3YjepPux5wDnBzZT9d4I9nzF3PXDd8jLC5h0nVaxxxUbu/k5J5u3N6/4/B4HQVrU0ifE+WPl/DjY8NPfPy47CEZEA4ytqV1woAw3mtAmHZ5GhDaXDb+WfNPnjn5DHaPHRkyrs28lm/P/jYRgRFTei5BFHnDOML/tvbSZffmLuk0/Dw9jiWhBt6u6uHr71YT3XWEm8aOoxEkQWlMxjQW3nInyTNnXdyJWnZ721pe75vEeVK2VmzexDZOK+z7I+z/E3gceJDzL/cq/uC+HiEghO8tT+Mri1LRqs/+6vJYrFj37cW8owzLnj0IY2O+db5JrBXL0S9dijL8bAPDRqudTX3DvPaBEfT0wACuiwwiva+D5rLtWCzSTd9gMLBgwQIKCgrOGcg51TANej13yvswD9t9y8PidOTMj2Xa3Bi055hMNJlM7Nmzh4qKCgQviQtJDqHSUMmr1lehS9ouMzSTW7JuYX3aenSqiSrRuQTLCruGwFIXhlIBmVsGyJAXJhH15W8TVLIa68E+jP+vBnH8NOEZpGZUIjy5i5az6pqzCY9lxE7F+x3U7uvxkbnIJAOF61JIzYvwj6X7MWXwEx8/Lms4OkyMbT7DgDBITdAVKWhnRV2WX5SiKPJu67v84dgf6Lf1A1AQXcAPi35ITnjOlJ9v34iZXzX3cMLruBwboOKHqTHcGBNGZcco17+4F3ddOatHj6HzSMLf8IQkFtxyx8VNagGYeuD9n8LJ16TH2ghY9SvIvxW8QZyIItS8Du//DExSdWa/MJ1fuu6kRZbE7fOT+fbyDML1k6MGXMZ+LDvLMO8ow3bwIOIZeh1FaCj6ZcswrFiObv585OfQ2ww63bzZL+l2qszjvuUhSgXXRIdyTZgeV91Jyl97h0qv8Dk4OJiFCxcya9asT5zwuJweWo4PUHegl+6GEd9ydaCSaUXRZM+PJSrZcM73wWazsW/fPg4fPozb7SUskQrKdeV0yjrBCkq5ktXJq7k562af2SBIn8ORkQNnCZaVQ2r0b3oIrPAgExWIATICriwm7qs/Qp2QjqW8B+MjxxC8WhyTc0giPPZmZixbwZqrf0Bw1OSWlmlwnGPb2qk/0IvgkZqJMWlBFK5LJWn65TmA4MfnG37i48dlCfewnbFtbYxXSSJfmUqOYenla0AIcGLgBA8feZgTAycAiNfH80DBA6xKXjXlX/51lnH++1QPZcMSYdQr5HwnOZqvJkQybLLzHy9V0LR/N3NHjxDslrYJioxmwU23kb1wCXL5RbzGHhccegJ2/R84Ld621le9ba0zRpT7qqXx9Pb9AHSJEfzadTtbhSI25MXx9JosksOlCoQoijiamrCUSWTH7m3bnIY6ORn9ihUYViwncNYsZIqzr9PuESgdMvGqcZgdQybcXuGOUgYrw4O4MSaMhTo1lUeOsPuNg4yPS4QoNDSURYsWkZeXNymbaqohiiL9bWbqDvTQdMTo07cgg4SsUHIWxJKWH3lenxqHw8HBgwc5cOAADodUAXUGOSnXljMYKBl2xupiuSnrJq7JuGZSBVEQXBj736Wj429YLHXeC5KhbpVjeBUC2gAUiFGBBH3pBmJu+zayAC3W8h6GXzg8ifDUjh6g23mKmStXc8WVP8QQPrlSOWq0cWxrGw2HjL7Js7jMEArXp5CQFeonPH58YvATHz8uKwh2N+ZdnZj3fdCAMBlF0OUZPGi0GvljxR/Z3CLpWQKVgdw7817unH4nAYqpfU69DiePtPaxsXcYAelmf1dcBN9LiSFQhL+WNlK6dQcFgwdZ5fXiCQwOYf4NX2Lm8lVnJV+fF6174b0f+ETJJBTB+t9BbP7ENrZhKPs14rF/IhMFxlHzuOsqnvRsYE5aLG+tzSY/MQTR7cZ66DCWsh2Yy3bi6uycOIZMRmB+PvoVyzEsX446Le2cN0xRFDlqsrGpb5i3+kd9GiaAfEMgN8aEcU1UKFq3k0OHDvHXgwd9pCEsLIzFixczc+ZMFOcgUlMFu9VFw6E+6vb3MNRt9S03hJ/23Ikh6EPCcl0uF0ePHmXv3r3YvNUpq8ZKZXAlfYF9yGQyFsYv5JasW1gYvxDFGeTV6Ryiu2cj3V0v4HBKE1cyQY6mAgxvKVAOSa+pLD+OqC9/i9CVVyN6wHqwF/Pukwje5Haza5ia0QP0ulrIW72WtRt+fJYPz1C3hWNb22k+auT0aE1ibhiFa1OIywz52K+jH35cCH7i48dlAdEjYj3ah+n9MwwI04IJ3nD5GhDa3XaeqXmGf5z8h8/2/+r0q/nunO8SqY2c0nNZ3B4e6+jnic5+xr2/rtdHBvOTtDhSNGperejiX6+Wktu9j9VOqcWmDNRRcu2NzL5iA6qAi5xSMvdJba3qTdJjbTis/CXMum2ireVxw7F/Ipb9Gpl9FBmw2VPMb1xfIigmlSfWZrM4Xot1/wF6/rIDy67deM7U66jV6ObPl8jO0qUoI8//WrWNO3i1b4RXjcO0jTt9y+MCVNwQHcoNMWFM02mwWq2U79nF4cOHcTql7SIjI1m8eDHTp09HLv9kJohEQaS7cYTa/ZPDQRUqOemzI8mZH0v8tNAPbdt6PB4qKyvZvXs3JpPki2NRWagJqaFL10WwJph7Mu7hxmk3khiUOGlfs6Wezs5nMBrfQvBqt2QOOboy0O9QILfJEFUy1OsLiPvajwjMmo7g9GA50It5V5fvb9HsGqF29AB9Qhuz1m5g/dqfnOW03HtqjIqtbbRVD/mWpeRFULg2hehU/xStH58e/MTHj8897I0jjL7bgtvoNSCM8BoQ5lye/X9RFNnWto3fH/s9vVYpbmF21Gx+WPRDpkdMv8DelwaXIPJ87xCPtvYx5JJ+lRcF6fhFRhyFwToOtgzxk5dKiW7cyTKv+aBcFUDRhmsovPLai/PiAamtdfgpyWvHaQZkUPQVWPYT0J7hr9O6F3HLQ8j6a5EBdUIiv3TfRbthDt8tjmWl8SS2379AU/lBROcEUVGEhKBfuhT9iuXoFyxA/iGGgKMuN+943ZQPj01UTnQKORsiQ7gxJpT5IXrkMhljY2Ns27abo0eP4vLqg6Kjo1m8eDE5OTmfGOGxjjqoK++lbn+PL18KIDxBz/SFcWQWRaPRfXh1TRAEamtr2VG2g5FhqTpnU9ioC62jXd/OzKiZfDPrm6xOWT2pciiKHgYHd9DR+Qyjo4d8y5VGGbqtcrTH5MjcMsQIDYZ7ribmtu+iDAtFdHkw7+vGvKsTwSK9VhbXqER4ZJ3MWX8lG674GQFa3RnnEumsHebY1nZ6mkalhTLImBPFnCuSiUz8dKM7/PAD/D4+k+D38fl8wWW0MvruBwwIVyShK469LA0IAWoGa3j4yMMc75fCH2N0MTxQ8ABXpFwxpSROFEW2Do7x61O9nBqXWjZpgQH8JD2WdRHBdAzb+N3G3XiOvkearU3aSa4gf/U6Sq696az2xIeibb/U1ur3mtjFF0omhHGzJ7YZ7ZQqQbVvSg9FHb9z38g7ilXcoRtjfcW7iFXHJx1WlZSEYflySa8ze/YkM8EPwiWI7Bw28UrfMO8PmnCejo4AloQZuDEmjDURQei8raquri4OHjxITU0Np78CY2NjWbJkCdOmTftECI/gEWivGaZ2X88kR2WVRsG0uTHkLoglMuncQuUzIYoiTU1NbCndwsiA9LfhkDuoD6mnJ6SHtRlruSnrJnLDcyft53KZ6O3dRGfXc9jt3nahAJoqGbodCtQtMmTIkM2MJfKOewlbdyMypRLRJWA53It55wcJTzn9ii4Kr7yGvFVrUWsm2nCCINJyfICKbe0MeAcP5AoZ2cUxzF6dTEj0p+dk7ccXA34fHz8ua/w7GhAO2Ab4U8WfePvU24iIBCoD+fKML3PX9LsIVE6tx9CxMSu/OtXDIW+1I1yl5Psp0dwRF8G4083/vryPjtI3yLA0IkNy1s1csIxlt95+lmvuh2K4BUp/AXVvS48Dw2DVL2HW7RNtLdc47P8zwr7fI3fb8YgyXvSs4M/u61lqPMVTR3+OwTXuMwbU5OdhWC6Jk9Xp6Rc0Jqwyj7Opb5g3+kcYdk3odnJ0Gm6MCeO66FBiAqTPjMfjoaamhoMHD9J5hk4oJSWF+fPnk5mZ+YlUEMcGxqnb30NdeS+2sYkqVmx6MDkLJEfli82XOtV6ije3vIm5XyITLpmLxuBGnAlObsy9kasyriJIPflL32ptobPrWfr6XsfjncyT2UC3V45ujwLFiAwxNhDdV1cSc/O3CEiUvHtEl4DlQA+mnR0IXidoq3uM2tFyBtS9FN14LVcuX41KPVFN8rgFGg71cfz9DkZPV2jVcqYvimfWykT0oZ+OsaMffnwY/MTHj88N/h0NCB0eB8/VPsfTJ57G5k0q35C2ge/O+S4xupgL7H1paLU5+J+WHjYPSHqYQLmM+xKj+FZSFIEyGS+UnaD8tY2kDdeQ6XVbjp01jzV33k14fOKHHXoybMOw51GptSW4pGmtgrth+c8m2lqiCHVv49n6ExSmTuTAISGbXzrvJLZjkEfq/kL0+AgytRrtksUYlq9Av2wpqqgLE6/zRUdEqZVcGx3KTTFhTNdPfF7sdjsVFRUcOnSIMa9WSC6XM3PmTIqLi4mNjb34536RcLs8tFYOUru/h676iTF0jV5FdnEMOQviznJU/jBUn6rm7W1v4+qXCIhH5qElqIWYGTH8YMYPmBszdxJpE0WB4eG9dHY+w9DwHt9yZY8M3U45gYfloJajWj6T6Ju+SVDh4olRdrcgBfqWTRAem9tE7Wg5Q4FGim69nquWrJgkdHc5PNTu66Fye4cvKT1AqyRvWQJ5yxLR6C/PHyx+/HvCT3z8+MwhiiLj1V4DwpF/DwNCURQpbS/l98d+T7dF0s7kReTx0NyHyI/Mv8Del4Yhp5s/tPfxbPeQL2LiltgwHkyJIU6jpqyyldef+ReJfRVkihKhNGTM4KqvfIWYtMyLP5HbKWVm7X4Y7KPSsoyVUtRE9BltFWMt7re+h7LnIAqgRwzjN67b6O0N4Zu1rzMNK/rVS9AvX4F+4QJf0vmHweL2sHlglFf7Rs6KjrgiIpgbY8JYHGpAeYYIeHh4mEOHDnH8+HGfYDkwMJCioiKKioowGKZeXzLUbaFufy/1h3pxeCedkEFiThi5C+JIzY+46GwpQRTYUbuDsp1lBAxKVRUBAWOokRlzZ3B/3v1E6ybHg7jdVvr63qCj45+M29u8B4KAkzL0OxWommXICmMI/dVNRK37CoqAiWqN4PBgO2bEtKsDwXSa8JipGy1n2DDEvDtvIHvBEuRnTLbZrS6qd3VxoqwLu1forA1WM2tlEtMXxaHW+G8xfnz+4P9U+vGZ4oMGhPIgNcFrUtDOvjwNCAHqh+t5+PDDHDUeBSBKG8V/zPkP1qetRy6bOu3IuEfgb10D/LndiNkjVXCWhRn4eXocOfpA6joG+NNTzxLcfIBUUbrxK2PTuPqrXyVlRt6HHXoyvNUbSn8BI1KgJVHTYfV/Q8YK7yYizrpK3Jt/SqB1P0qZiENU8YRnA6VDBdxprGRJkR791//3rPDP88EjiuwZNrPJOMKWgVHfNBrA/BA9N8aEsiEyBINy4kYsiiIdHR2Ul5fT0NDg0+9ERkZSXFxMXl7elJsOOu1umo/1U7uvB2OrybdcHxpA9vxYckpiCbqEiqXNZWNj5UaOHThGxEgEAQQgImKLsLFoySLWTl+LSj75OYyPd9LZ+S96ul7CgzQhKBsHbbkc3W4FBGnQrV9G3N8eQBM5ubrnHnVgOdCD5VAPOKTPkUR4DmIKHWXuV24kc978Sd5Np2MlavZ04/JWZ4MiA5mzOons4lgUqstTg+fHFwN+4uPHZwL3iJ2xrR8wIFySgH5xwmVrQDg4Pshfjv+F15teR0QkQBHAPTPu4Z7p9/gSracCHlHk1b4RHm7t9UUrzNAH8vP0OBaHGRgYtfA/v30C8fgOogTpJugJjWXtXV9mRvFFui2fRvcxKTOro1x6rI+WJrVm345gd2Dbuxfr/v3Ial4mKKkTncoFMtjiKeKp8Wu4PiaIV+6YR+C0+y/6vLUWSbfzunEEo9PtW56hDeDG6DCuiwklUTM5msHtdlNbW0t5eTm9vb2+5enp6ZSUlJB+Ab3QpeK0yWDtfslk8PTN/3ReVs6CWJKmh19SrpTNZWPjyY3s3beXhOEEIkVpTF8eJWf9qvUUZBacdQ2jo4doq/8Lw7Zy8J5K0Q+6XQoCGuWoFuYS9fjXCZ+x+qzzOTvNmPd2MV49yOkSmtk1TOPYUawRNubedyPpBXORnSH0HhuwUfF+B/XlvQhe58fweD0FVySTPifSHxzqx2UBP/Hx41OFZEDYhXlf14QB4ZxogtdcvgaETo+TF+pe4MkTT2J1SYLitSlr+V7B94jVT61+ZPewmV+d6qbGIo1Axweo+FFaLNdHh+JyuXn8yRcZ2PM2OreUJ+XQhrHg5ttZvHrlpBvYBTHaATt+NeHHowxEnPctxoOWYz1Yie0Pd2OrqkIbaiG4cJyQdEm/1CjE8zvhDgoWrGfjqukEKC+OxPY7XLxuHGGTcdj33ADCVAquiQrlxpgwZhkCzyIvNpuNY8eOcfjwYcxmqWqoVCrJy8ujuLiYqIvQDF0KzmcyGBwVSO6COLKKY9AFX9rn2Oay8XLdy5TuLyV5IJlkQRIXa6O0XLv2WjJTJ7cjPR47Pa0baW9+HIdacmJGBgF1MgL3yVEFRxB67Q3ELr8PpWpyG1H0iIzXDmLe242rYyLN3TjeTuPYEVQZQRTeeS3JebMnvdaDXRYqtk02HYxND2bOFckkzwi/LG0l/Pjiwk98/PhU4DMgLG33jcQGpAUTvD4NdfzlaUAoiiJlnWX87ujv6DRLU0K54bn8aO6PmB01+wJ7XxpqLOP8d3MPu0a88RFKOd9JkiIm1Ii8/uq71Gx+Gb19BB1gVxvIWXcDV994NYpLiVewj8He38PBxxHdDhxjKmyKYqyjEdhefxPB9iIAqiAXhiUCCRGSGZ1J1PJn4UY0JV/jkeVZBGku3E6yeQS2DY7xSt8wu4fNnM5AV8tkrIoI4sboMJaHG1Cfg7ANDAxw8OBBqqqqfDlUer2eoqIiCgsL0V2EbuhiIQoi3U2j1O7rOctkMGNOFLkLY4nNCLnkm7/NZWNj/UbePfQuKX0pTHNPA0ATrOHqtVeTnZU96Zjj5k5ayv+HfncZgsYDapA5IfCwHFWXiqCSxcT+5bsYzpHpJtjdWI/0Yd7XjeCdLPOIHjostTRZjhM3bzorN3yPyKSUSfv1No9ybFs77WeYDiZND6fgimS/y7Ifly38xMePTxz/bgaEAI0jjfz2yG851CsZwEUGRvLdOd/lyvQrp1TH02N38n+tvWzqG0EEVDIZ98RH8B8p0YQqFewt28Pul/6F1mxED9gVgUQuXMe37rkVTeAljA573ZRdm/8Pa5sVa18g1qEoPFYPcMr7DxTReoQFWlLVVSgQcYkKXhJW0Db9fu5dO5fY4A/XsgiiSPmohU19I2weGMXiEXzrioJ03BATylVRIYSqzv5qEkWRlpYWysvLaW5u9i2PiYmhuLiYGTNmTGmGlnXMQX15L7X7ezENTASYXorJ4Llgc9l4ueFlXjv6Gsl9ycy0zwRAGaBk1YpVFBYU+qIxRFGk/8grtDX/BUtkj/SNrQTFEARUydEaUom++WtEZV6NXH72tbiH7Vj2d2M50gdO6bV2eGw0myrpFBrJXrGUm9Y8jD50wmRSFEU6aoepOMN0UCaD9IIo5qzxmw76cfnDT3z8+MTgMloZe68VuzdVWhaoJGhlEvp5scgucrLl84bB8UH+WvlXXmt6DUEUUMvV3DX9Lr4686tTquMxuT38pd3IU10D2L2i3qujQvhxWiwpgQHUVBznqb//HdVgG1rAKVMhz1/GfV+/m4jQizffdA+PYHvzSazvvoC13Y7LogZO62c8yAID0RYUoCiaQ59QQ45xE1qkVlSpWETDjB9w7aolxId8OOFpstp51TjCq33DdDsmEtSTNGpuiAnlhugw0rTnbhG5XC6qq6s5ePAg/f39vuVZWVkUFxeTkpIyZQRa8Ah01AxTu7+HtuqPbjJ4LthcNjY2bGTj8Y0k9CVQaC0EQKaQMb9kPosWLkKjkciqva2Z9t2PYpTvxBXvBq/zgapVhnookIii60j46X1oNHFnnUcURZztJiz7uhmvGfLpd8acgzSajjKqG2L2dVeyfMl3UWkmyLEgiJyq6KdiWzuDnVKr1G866Me/I/zEx48ph8fixLS9A+vhXhAAuQz9/MvbgHDcPc5ztc/x9+q/+/x4ViWv4oGCB0gwJEzZeZyCwL96hvh9W5/PkK84WMfP0+OYE6yjq7mJPz75FJ6OOlSAW6bAkjaPO+/7CpnJ0R9+cEAYH8d29BjWg+VY95ThaGo7Y60S5DIC8/LQzZ+PtrgYe0YWx997ivzmhylAIrAnyaA+70esvOJqVmnV5zwPSGP2b/aPsKlvhEqzzbc8SCnnqshQbowJZW6w7rwkwmKxcOTIEY4cOeIL3VSpVMyePZt58+YRHh5+wed7sRgbGKfuQA/1B3qxfkyTwQ/iNOF5ruo5YvpjmGeah0KUjjUzbyYrV6zEEBjI+NGjtB98B+P4Vqy5JoTTw1duULXJMYTkknjV9wmPWIjsHFVF0SMwXj2IeV83ri6Lb3mvrZVG0xEUSVoKb72WtIKiSRNabqeH+oN9HC/t8FW2lAEKpi+KY9aKJPShl6f2zg8/zgd/ZMUZ8EdWfDxITq/dmMomDAg1XgNC1WVqQCiIAptbNvPnij9jtEmp1TPCZ/CDoh9QEF1wgb0vHqIosnlgjN+09NDqDdPM1Abw0/Q4VocHMdzTxet/+zumWmlE3oOcvpg8rrn7LhbPPr8Xj+h2M15djbW8HFv5QcYrKxFdrknbBAS70c7OQXfdfWjnL0Gh19M9YmPXuy9S1PRHpskk/VKPLJrmmQ9QtP6rBAac+zeTQxAoHTSxyTjMjiET3sEfFDJYHhbEjTFhrA4PQvMh0z99fX0cPHiQ6upqPB7pcxQcHMzcuXOZM2cOgYFT81lyuzy0VA5Qt7/3LJPBrOIYci/RZPCDOE14nq1+ltDBUHJGcggQJBKRnJLMqvxZ6BoaMe3fxZBtL9YiO85pE1/HMisEmPTEzLmLxPS7UavDznkewebCcrgPy4EeBJNXvyO4abfW0GiuIGZOFgUbriE2I2vSfnari5N7ujlR1sm416gwQKckb6nfdNCPyw+Xcv/2E58z4Cc+Hw0+A8KtbXiGpTaIKk5H8Po0NOkhn+3FfQwc7j3Mo0cfpW64DoA4XRzfnfNdrki9Ykp1PIdHLfzyVA/HTFJVI0Kl5MHUGG6LDcc2PMB7z/6LriO7kYkiItAeks38G7/EzctnnzUuLYoizuZmrOXlWMsPYjt8GMFqnbSNUiegi7Kji3agW7IS5TX/A6HSJFFDn5l3tm2l+NQfWSg/CYBZpqd9+rfIvvJ7KAPOJh2iKHLUZGNT3zBv948y6p6IjsgzBHJTTBhXR4UQqT7/jVQQBJqamjh48CCtra2+5QkJCRQXF5OTk+PTvXxcDHSYqdvfQ+MRIw7bOUwG8yI+lg+NzWXjpfqXePbks2hGNMwcmYnBZUAmCKS5nBTK5ARUn8Qy3oB1gcB4kYB4uoskgtwkJyimgLTs7xESMve8FTHX4DiW/d1Yj/aBS/oat3usNJkq6HDVk7V0EXPWXk1Q5OTJNsuIg6odHdTs7fGN4evDApi1MoncBXEfubLlhx+fJfxZXX58anB0mBh7txVnu2Tc9u9gQNgy1sLvj/6e3V27AdCr9Nybdy+35dw2KeX646LZZuc3p3p5b/B0xIScbyRF8s3EKORWM9v+/gR1ZVuRCR5kQJsuhZTV1/N/1y5Cd0bFxdXTg7X8oER2Dh3EMzA46TyK4GC0WbHoVLXoQgZQ6T3IkubBmt9AQiGiKHKkdZiXdxykpP1xHpDvRS4XcaGiL/tOEq76GTO0Z4eW9jqcvNI7wsa+IV+VCiAuQMX10aHcEBNGlu7DBdZOp5PKykoOHTrE0JA0OSSTycjNzaW4uJjExEuI0vgQ2K0uGg8bqTvQ49OvgHTDzymJJfsSTQbPhdOE55maZ8AEecN5JI7oie3tJaG/llijEREb1iKBgesFXEln/OZ0gzownISEu0hMvBOl8twCYlEUcbSMYdnXjb1u2Ld81NFPg+kIIwEDzNqwnuUrvjspJR1guNfK8dIOGg/1IXhOe/DomL06mYzCKBR+Dx4/viDwEx8/PhLco14Dwsp/HwPCofEhHq96nFcbX8UjelDIFNyUdRNfz/86YZpztxk+CgacLn7XZuS5nkE8opQg/qXYcH6QGkOox0n5Ky9w7N03we1EBnRp4lDNXc+Pb1tNXEggntFRTLsOYy0/gK38IM729knHl2k0aAsK0M0vQZugQHPqKWT9ZdLK0BRY+UvIvRpBhO01fTy7s5qSvuf4H8V7aBRSy2Mk7SpCr/xvEkNTJh3bKQi8P2jipd5hdg6bfCPoWoWcDZHB3BgdxvxQPYoLiH/HxsY4fPgwx44dw26XqoQBAQEUFBQwd+5cQkJCPs5LDEhj6F0NI9Tt76GlctA3hi5XykibFUnO/FgSssMuyWTwXDiT8LhMDlY2JjOrRSC29zhhIyOIiDgzRUZvEhifI8DpwpcIyBSEhS0gNfU7BAfNOm91R3QL2KoGsOzrxtU7UcHrsTXTMHYUWayKgi9fy7R5C86yL+g9NUbFtnbaTkwQ4rjMEGavTvJ78PjxhYS/1XUG/K2uC0NweA0I93aDW5gwIFydjOISjds+L7C77Txf9zx/q/6bz4BwWeIyvlfwPVKDU6fsPDaPwJOd/fylox+rd4x7VXgQP0mPJV0p4/i2d9n/2isIdukajOpIBrJW8O0blzNtoBXbwXKsB8qx19XBmX+2CgWBM2eiLSlGV1xC4OxZyEdPwfs/g+ZSaRtNMCx+CObeixMVbx7v5m+7G5g7spn/UL5GhEyq2Nnj5qFZ97+QMFm/VGcZZ2PvMJuMw5NS0IuDddwaG86GyGB0F2FW2N3dTXl5ObW1tQiC9BqEhoZSXFzMrFmzCAj4+J8h09A49eV91B/oxTw8YYYYnqAnd0Es04pipkS/YnVZean+JV47/E/S68wsrtcxrcNGgDcXzBMkYisWGF8qwx3inrSvWh1NYuLdJMTfet7qDoDH6sJ6qFfS73j9r9yCizZLNY2mCqLyMyhYfw0JOTM+EFIq0n5yiIpt7fQ2SxVFZJCaF8GcNcnEXKYZeH74cT74NT4fEX7ic36IgteA8P0JA0J1ajAhGy5fA0JBFHiv9T3+XPFneq1SzEFOWA4PFj1IUUzRlJ3HI4q83DvMb1v76HNKr12eIZBfpMdRbNBQXVbK3k0v4jSNAjCsCmXUkMnNEQEkt9cyfvz42YLkzAy0xSXoSkrQzi1Cofe+B5Z+2PkbqHgWRAHkSii6F5Y8hFlu4KXDHfx9bwt51gP8SPkS6XLpebtD01Gu/hVkr5dMW5BG6t80jvBS7zDHz5jKilYruTkmjFtiw887gn4mBEGgvr6e8vJyOjs7fcuTk5MpKSlh2rRpyC/FVfoccLs8tFYNUre/h876Ed8ItzpQybS50eTM/+hj6B+ExWFm83t/om3bG+Q2jpPeI3L66kW5iG2WEscVAdjjR30xEgAymYLwsKWkpHyLoKC8D70WV78Ny75urBVGTivEbW4zTaZjtI/XMm3JQuasu4awuPhJ+3k8As1HjFS838Fwj0Sg5QoZWfNimL06idCYqTN29MOPzxP8Gh8/phT2phHG3m3B1ec1IAzXELwuDU3u5WtAeKTvCI8efZTaoVoAYnQxfGf2d6Y0SFQURcqGzfz3qR7qrVLlIVGj5j/TYrkywkDjgb08vfF5rIPStJhbVBFihlW9tajs0vTWabqhjI1FV1KCrqQY7bx5qD4YxeAah/LHYN8fwOnVsORcCSt/yYA6gX/uaeW5g0dIdTTwZ9ULzFPXAyAEhiNf9mOUBXeDQoUoihwYMfNS7zDvnhEMqpTBmohgbokJY1lY0KQU9PPBbrdz/PhxDh06xOjoKAByuZwZM2ZQUlJCbOzHj/MY7DJTu7+XxsN9E2noQHxWKLkLYkmbFYlyClqvnrExhvaUUbf5eTRH68i3iuSfsX4oTY9tlRrljBFExTgwYXgYEBBLUtJXiIu94UOrOwDuoXFM2zuwHZ/wKxp29NI4dpRBZR/5a9aybNV30AZNrtg47W7q9vdSub0Dy4gDkLyHpi+KJ395on8k3Q8/zoCf+PhxXrj6bYy92zLZgHBFEvriy9eAsG2sjd8f+z07O3cCoFPp+OrMr3J7zu1olJfgdHwBnDDb+FVzD/tGJRISolTwH8nR3B0fTlfFEf71m38w0tcDgMotkNk3ROKwCYW3UiEPDkY3bx66kmJ0JSWokpPPTTIFQcrT2vErMHVJy+LmwJr/oU2Xz1N7Wnj1WBlRHiO/Vr7M1QEHABCVGmTF30S+8D9AE0yP3ckrnX1s7Bum7Qyh8jSthi/FhnF9TOiHTmWdiZGREQ4dOkRFRQVOb9snMDCQwsJC5s6di8Hw8Zx/7VYXTUeM1B3oZeCMvCl9aADZJbHkzP/4QmVRFHE0NGDZvQfT7p3Yj1chE0VO002nSokxPorReSq0cwYJNAyjwFdoQiZTEhGxkpTk+zAYZl7wB4LH5GBsezvWI0Zk3oN0WRtpGDuCGCmn4PZruGbhUpTqyb5J42YnJ3Z2Ub27y0f8AoPU5C9PYMbieAIuU98sP/z4JOEnPsBjjz3GY4895vMM+aLDY3Fi2tGB9dAZBoQlsQStSLpsDQhH7CM8XvU4mxo24RbdKGQKbph2A9/I/wbhgVNnhNdpd/JwSy+vGiWyqJbJ+EpCBPeHaOjf/CYbd77PkFfDo3R7SB8YJXlwDIVSjb5kviRILi5Bk5ON7ELj2237pOT03krpcVACrPwF1aGreGJPK1tO7kIvWvi+8i2+HLANFW5EZMjyb0G2/Kc4DHGSULnhFLvOyMrSK+RcGx3KrTFhzA7SXlRVTxRFOjo6OHjwIPX19ZzuoEdERFBcXEx+fj4q1Uf/7IiCSFfjCHX7e2mpHMDj8gqVFTJS8yPJXRBLQs7HEyp7LBZpMm7PHiy79+A+wyVaBnSHy+lPSGQ8NRzNjH4io9sJV0z+ztBoEkhO+ioxMdeiVF64BSzYXPS/W4ezYgS5KEcG9NpaqB7ZgyErlsVfuZeU/DlnvQemwXEqSzuoO9CL2/taBEUGMntVEtklMShVl+eAgR9+fBrwa3zOwBdd4yO6BSwHejCVdSDavQaEueEEr01BFXl52tU7PA5eqHuBp088jcUlVV+WJCzhgYIHSAtJm7LzjLrc/Lm9n793D+Dwtoeukrv5xolDCLvLqLaNMGSQXkOFR5DIjhBM1KL5zLhyJdrZs5FfrLB3sBm2/wLqN0uP1QbEhQ+wL/Jmntjfyf7mIVS4uUNRygMBb6IXvFWR1MWw+tfUGabxUu8wr55DqPyluHDWRwaju0jPHJfLRV1dHQcPHqSnp8e3PD09neLiYjIyMj5WO9Q8bKe+vJe6A72Yh84QKsfryJkfx7R50QTqz+8efSE429sx7yjDsns3tooKOENL5VBBdbKMqjQFqoR8UkI8xMXVodWaJx1DJlMRGXkFyUlfISho5kWd12Gy0vnqEZSNAkrvmNegvYtG13FiF05nxrJVhMacHUcx2GWmYlsHzcf6fXEakUkG5qxJJm125MeeUPPDj8sVfo2PH5cEURQZPznI2JYzDAhjdQRvuHwNCEVRZEvrFv5U8Sd6rNINOScsh+8Xfp95sfOm7DwOQeCZ7kH+2GZkxGvcV9Dbydee/xux3a3UxIRhDNGDQYtMFHG7dNSFzsLw1Q3cvnI6ARcxCeWDbRh2PwxH/gaCG2QK3HPuYUvUvTxxaICankpAZIPiML/QbiLS1SNV7CKzGVvxa97Uz+LF7mGqzA2+Q8aoVdwcG8bNMefPyvogTld3qqqqqKmpweGQNCVKpZK8vDyKi4uJ+qAG6RLgcQm0VA1Qf6CXjrrhCaGyRkHmx8zLOt3CMr9finn7dhyNjZPW22JDOZA0zsEUJ/WJMlYFTKNIM0ZY6EHk8sm/EQMDU0hK/AoxMVddVHUHoK+5me63jhHcF4JGoQUUjDr76Q/rJem6Aq6fc+NZ4+iiKNLdOMrxbe101E549yTmhDJ7TTIJWaGXrdbODz8+C/iJzxcczk4zo5tbJgwIDV4DwjmXrwFhhbGCR48+SvVgNQBR2ii+M/s7U5qcLggCr51s5GGjiS6lVHFI7univjdeJK+xmuboMPZmJYJMhgi0BKaxP6KEDQtm8H+rphGhvwSxqdsBh56EPY+CQxpNtqevY1PMf/D0cRsd+6Xk9BJVM78NeoVE60lwgaCP4cCi/2GjvoDNRhP23m5ASnhfHRHErbHhLA01XJRQGSTtTlVVFVVVVYyMTEQ8hISEMHv2bAoLC9HpPvrU0GCXhboDPTQeMmK3TlRe4rNCyJkfR9rsSFQfQagsCgLjlZU+suPq6ppYqVAQUFRAbbaWvxsqadabMchErtJFcZtuiAB11aRjyWRqoqM3kJh4F0GGGRd1fofNSv3e3fTvrCfJPY1oZRwowCqYsGd6SL1uMTPCI8/aTxBEWisHqNjWTn+72Xt+b0r66mQik/wp6X748VHgJz5fULhH7Zi2tmE7w4BQvzgBw5LL14Cww9TBH479ge0d2wEIVAbylRlf4c7pdxKonJp8J4/JxLaNr/FIYBh1CcmgVBM+OsI9mzexrL6SrswU9uamIoiS7qJZm8bB0LnMmJ7JK+tzyYq5hJuVKELNG7D9v2BUMikciyjiuZiHeKZexmCNZEiXHzjIo2FvkDm0E6zQrUvilcKfsTEgl3abG2wSWcrSeYXK0WFEqC/uT99ut1NbW0tVVRXtZxglqtVqcnNzmTVrFklJSR95HN1hmxAqn765A+hCAsiZH0t2SQzBH6HNKjqdWA8dxlxairmsDM/ghHmfLCAA3aKFqJYu5N1YI//s3ITZMUq2RuCBIA2J6jFkso5Jx9Nq00lM/DIx0VeiVF6Y3ImiSHdDLSd3vI+lso9cQwk56iJQglPuQFkYROaVa5Crzn4f3C4PDQf7qNzeyahRmutTqOTklMQya1XiR3o9/PDDjwn4ic8XDGcZEALaOVEEr0m5bA0IR+2jPHniSTY2bMQtuJHL5FyXeR3fmvUtIgIjpuQcgt3OgU1v8Furh8NZswEItI9zZ30ld2igIy+Vfc4+3ONS5aw9MJGDoXPRJ6Tyu/U5LMuKurR2ROdhSbjcdRiA3sAs/h75Q15q02HtkqohucEuHo3aSk73JpzDMt6OXMZL077CLmWi1B1yuDF4hcq3xIYx23BxQmVBEGhpaaGqqoq6ujrc7okx8bS0NGbNmkV2djZq9UfT1oiCSHfTKHX7ezh1/INC5Qhy5seRmHvpQmXBZsOydx/m0lIsu3cjmCeIlNxgQL9sKYaVK/EU5fFS++s8X/tnVK1jLNC5WRQhEij3AI4zLlRJVNRVpKTcjcEw/aKuwWYao3b3DqrL3kc9omJm6CLCwgul61MK6JbEE780Fdk5xMc2k5OTu7s4uad7IjRUq2TGknjyliWiDfroWiY//PBjAn7i8wWBKIjYjhoZe79tsgHh+lTUCZdnydzpcfJS/Us8eeJJzE7pJrcwfiHfL/g+GaEZU3IO0e2m+u3N/LZriO0zJTdjhcfDzTh4oDCLrvEOtr7zOg6bNKnVGxBNeeg8LGEpfG9lJrcVJ6O6lAykkTapwlPzBgBN8nSeDP0eb/WF4xoRAQ8zowP43/gDTD/1FHXDkfw89eu8FrueYcVEJaAkRMeXYsNZHxmC9iLP39/fT1VVFSdOnMB8BmmIiIggPz+fvLw8goM/uuOvZWRCqGwanBAqh8XpyF0Qx7S50QQaLu3m7hkdxbxzF+bt27Hu24fomCAuisgIDCtWYFi5Ct3cIsYEG8/U/ouNW35GksLE3SFu0gIEPsgF3e4YMtK/RnLyDRdX3REE2k8cp7rsfZqPHiJUGU1+6GKiYpKkDZQyDEsSMCxKQK45+yt3qMdC1Y5OGg8ZfbEa+rAA8pcnkrswDvU59vHDDz8+OvxTXWfg33Wq69wGhKloci/PnB5RFNnWvo0/Hvsj3RZJtzItdBrfL/w+8+PmT9k5Wku382j1Kd7KL8SjkG4+65wWfjx3JuaDuzn0xivYxkYBGFSHUx46ly5dCnfMT+G7KzIJ0V7CTXx8FPY+Kml5PE6OClk8ofs620eifZsUp4Tw89Ra4hqe4s2AHF6KWUdVULZvfWyAiptjJKFy6kUKlW02G9XV1VRVVU2aygoMDGTGjBnMmjWLuLi4j/w58bgFyVH5QA+dtcO+pA21RkFmUTQ58+OISrk0obLLaMS8fTvm0u3YjhyBM2woVImJGFatwrByJYGz8pHJ5QyND/Gv2n/xbuPzFAdaKNa7CfwAF/R4FNhs+eTNvJ+0tCUXdR2mwQFqdm3n5K5STAP9BKsimRm2mHitl3QrZOhL4jAsTUDxgckzURTprBumakcnHTUTguWoZAOzViWRPjsSuT801A8/Lhr+yIqPiH834uPqtzH2Xiv2eumLVaZRErTy8jYgrOyv5JGjj3Bi4AQAkYGRfHv2t7kq/SoU8qnRJvWVH+JP+47w0oxC7BrJ1HDBuImfFc0koKGKfRufwzQguS2bVMEcCCmiSZfBipxo/nN9DumRlxDh4XHB0X/Arv9DsI1QJszmCeXtHB2PASQx6+rcaB7INDLQ+DovqbN4N2IJdm9K/Gmh8pdiw1kaZrhgOCiA2+2mqamJqqoqGhsbfZlZcrmczMxM8vPzmTZtGkrlR680DHVbqNvfS8PhPuyWCaFyXGaI5Kg8J+qShMqO1lYf2bGfODFpXUBWFoaVKzGsXkXAtGk+EjU4Psgz1f+kruN5luitxKnESdUdUYTR0WjGxwsoLPgq2dkfHiMB4HG7aTl2mOqybbRWVYAooleGkBe5jARNJjJkIAddYQyG5UkoQyYTUI9LoPGIpN85HSmBDNJmRTJrRSIx6cGX5Y8RP/z4rOEfZ/+Cw2N1YdrePtmAsDgWw4okFLrL04Cw09TJHyv+yPvt7wOScPme6fdw1/S70KqmRuw5evIkT2zZyT+yZ2EqXAjATJuJn83OJnkI9vzuv+hvlSao7Co9B4IKqDNkkRkTwvMbclmYeQl6IlGEhveg9Oc4B1t5W5jPU+L1NLqjwAVqhZxrZ8dzfY6Hfaf2csdwBh2J3/btnq1V86W4CK67SKGyKIr09vZSWVnJyZMnsdkmsrdiY2PJz89n5syZH2sqyzHuloTK+3smC5WD1WSXxJI9P5aQqIt7r0RRxF5b6yU7pTibT02slMkInDXLW9lZgTopadK+/bZ+XjjxR8Sh15ke4GJ22JnHBZstiN7eLDzuOSxevI7c3NwLirOHe7qpLttG7Z4yX5UvUKFnbtqVRHsSkYkSWQnMiyBoVfJZvlfjZicn93RTvbubcZPkZq0MUJA7P5a85Ql+wbIffnyK8BOffyOc04AwJ4zgdamXrQHhmGOMp048xYv1L+IW3MiQcW3mtdw/634itWePAH8UjLe18czr7/JE0jSMhYsASLFZ+M/sZIoVQex99jGOVB4DwK1QczhoNlVBMwk26Pjv1dO4uTAR5aW0JXqOw7afYm07wkue5fxd+B69QigA+gAlNxcnkpKm4r2ORq42xiIaFgNgEJ1cGxXKrUnxzDIEXlRlwGQyceLECaqqqhgYGPAt1+v15OXlkZ+fT3R09Icc4cMhCCK9TaPUHejlVEW/z0VYLpeRkh9BzvxYknLDLqptI3o8jFdU+Co7rjNabyiV6ObNk8jOiuUoI89+77tNbZRW/gCDvZKZChHZGYN8Llcgfb2p9PRko9XGs3TpUmbOnIniQ4waXQ47TYcOUF32Pl11J33LQ0JjKM68muDhUF+AqCYrlKDVKWcF9g73Wqkq66ThYJ9PxK0PDWDmsgSmL4zzR0r44cdnAD/x+TeAZEA4xNiW1skGhOvT0GSEfLYX9xHh8rjY2LCRJ6qewOSUJqXmx83ngYIHyArLmpJzOI1GXnvlDf4UlkDb7AUARI3b+H5SJFdFx3Fo04s8t2cHiCKCTM4Jw3SOhBSgCNRz34IU7luSTpDmEm5cY12w478ZrHqPZ91r+Jfn/zGGdKOMNASwbn4S41EKXuwfYqRHDUopeXuBo51b06exLi3vooTKTqeThoYGKisraWlp8cVHKJVKsrOzyc/PJy0t7UNv+h8GURQxtploPtJP8zEj1rGJbK/QWB25C2LJmhdzUUJlwenEVl4ukZ0dZXiGJ/QussBA9AsXYli1Ev2SJSjOIawWRQ/1HS/T0PJHdMIQiTJ832oiSsxjiTQ352C1hmMwGFi9egmzZs360DZef1sLJ3Zso37fLp9oXSaTkz5rLnlxy1CfkiEOeAARdUoQwWtSCEiduDZRFOlqGKFqeyftJ4d8yyOTDMxalUj6nCgUfv2OH358ZvATn8sczk4zo++24Gw704AwGe2c6MvSgFAURbZ3bOcPx/5Ap7kTgIyQDH5Q+AMWxC+YknN4TCbe3/gav1PqOTmjGIAgh51vRei4q2AGJza/zrPvvY3HJd3QG3UZlIfOxaUN4+75KXxtcRphuksQLjvMsO+PdOx/macdK3jF82ccSPsnReuZOTeWRpXAk1Yb9AOoibP3c7O1kpvzF5KSefUFT3HaTbmyspLa2lqfmzJAYmIis2bNYvr06Wg0Hy2IVRRFBrssNB810nS0f1J8RIBWSfqcKHIWxBKdEnRhnYzFinXvHsyl26Wxc6vVt04eHIxh6VIMq1aiW7AAeeDZ/kuiKDI2VklDy/9jbHQvCgQMADKplSXI4+jrzKelJRyQodPpuOKKRRQUFJw3L8xhs1K/fzfVZe9jbGn2LQ+OimbGktVkGGbhPDyMUOtGRPphEXRFCpppE67JHpdA01Ejlds7GeqW4lGQQWpeBLNWJhGb4dfv+OHH5wF+4nOZwj3qwLStDdtxKUjRZ0C4OAF5wOVpQHhi4ASPHn2U4/3HAYgIjOD+WfdzTcY1UyJcFux2Dm56g0fMLspzJC+eAJeLL2vlfHtePq07t/HC47/BbpH0KV2aOA6EFTOqi+XOkmTuW5J+aY7LHjccf46Tpc/ypHkB7wr/i4AcEUjNCiMkK5RKl4NGpw2coBJcXDG4j1stR1hSdB2KGT+AC2hPPsxNOT8/n/z8fMLCwj7kCB+O4V4rTUeNNB/t95npgaRPScuPILMwmsTcMBQXEMu7R0awlJVhLt2O9cABROdElUgZFYVh5QoMK1eiLSpCdh5yYrE20dP9Ct29ryJ4JKJ/+lPhEFXIVQtpq51BX98oIE2mLViwgLlz557Tc0gUBDprT1K7ZwcN5ftwOyWyqFAqySgqYeay1YTbozGXdWIfk/7OlBGBBK1OJnBGhO+Hhd3i4uTebqp3dWHzVr+UaslwMG9F4kXrmvzww49PB37ic5lBcHgw7+7EvGeyAWHQmhSUl6kBYZe5iz9V/ImtbVsB0Cg03D3jbu6Zfs+UCJdFt5uatzfz245BSmfOQZTLUQgebpS5eGjhLMaOH+K1h+73TWoNqUI5EFZMjyGV24qT+caSdKKCLq1SIjaWUv7O33l8KJ+9woPSMo2ChJkRmCMDqPd4wCFVTXIsp/hS37tcN3aI8Plfh7n/BOX538vTbsqVlZV0dEw4DE+Vm/LYwDjNx4w0HemfqFwguQenzAgnozCa5JnhF5zKcvX2Yi7djnn7dmxHj4Ig+NapkpMI8o6da/LykJ3nWsfHu+kzvkNv7ybGx9smrfOIMCiGE6H/Mt3VCrq7u4FRAgICKCkpobi4+JwVrqGuTmr3llG3dxfmoQndU3hCEjOXryF74RJkbS5Mpe2MDkqiakWwmqCV3kqqQiI8o0YbVTs6qS+fSEjXBasl/c6ieDSX6SCBH378u8NPfC4TiIKI7ZjXgNB82oAwiJD1aZetAaHJaeJvJ/7G83XP4xJcyJBxdcbV3D/rfqJ1H11wexqiKNJWup3fnWjizfy5uPNTAFjrtPDTBXNQtTVR9t8/8rU2LAodh0KLOBWcwy3zkvnG0gxigi+N8Hh6T7Lttb/zRHcqJ8Q7EGUgxmgIzQ6jP0DGKQCPhyDRwbU9W7i17z3ybS3I5n4NbtsL2nNXZz5pN2XLiJ3mY/00HTFOmsiSK2Qk5YaRURhNan7EBc30HC0tvkws+8mTk9YF5OZIY+crVxKQmXneto/TOUR//xZ6+97AZKo8a/2IW0aXIou8sG9iP27kgJf8qVQq5s2bx/z589FqJxNmm2mM+v17qN1ThrGlaeKadDqyihcxfekKYjKycDSOYnqmBVev1H6T65QYliWhnxeLTCX3RlGMULmjk7YTEzEYEYl6Zq1MIqMg6oLVLz/88OOzhZ/4XAawN48wtrkVV5/0ZawI1xCyNhXN9MvTgNAluHil4RWeqHqCUccoAPNi5/GDwh+QHZb94TtfJIzlh/jz3sO8OLOQ8QLJ1HD+uImfz8sj3jrK3v/3MK3eSS2nTMWxkNnUhOZz3dw0/rYsg7iQS8v2so/08vqmf/F0azit4koEgwoSApEl6HHKZRi92y0QB/lS099Za9yBVnDA9GthxUYISzvncT9JN2Wbycmpin6ajhrpbR7zLZfJICE7lIzCaNJmRX5o5UIUBOw1Nb7KjrOlhTMPFFgwx0d21AkJ5z2O221mYKAUo/Edhob3IfkwTMAjQtW4Apu2mOVx9zJ+vI09e48AoFAoKCoqYuHChej1E1NVbqeTlorD1Owpo63yGILX6FCuUJA6u5DcRctImzMXpVqNo3WMwaeqfVo5WYACw+IE9AvjkAco8bgFmg/1Ubm9g8HOiSpYSl4Es1YkEjct5LL8W/TDjy8i/MTnc4xzGhCuSEJfcnkaEIqiSFlnGX849gfaTVLgZXpwOg8UPsCi+EVTcuMYq6nhyffK+HtWPmNF0mj6dJuZn82axpyAeA68/Aw7vJNaHuScDJpORVghV87L5I/LMkgIvbTW2tjYGC+89hr/aNIwoJiJJ0ELCYG4gyZaVXFqJTeLHdxy7Nckj9RICxOLYfWvIbHorGNarVZOnjz5ibgp260uWioHaDpipLthhDPtS2MzgsksjCZ9TtSH5kIJDge2Q4cwl5VhKduJu79/YqVKha6kWCI7y5ejjDi/t5HH42BoeBfGvncYGNyBKDrP2mbAJWO/RYUubCXXZN5Gy7EW6f1DMlycM2cOixcv9hmWnQ4Hrduzk4byvb6pLICY9ExyFi0ne8FitEESWXR2mhnc3oi9wauPUsrRz4/FsCQRhU6F3eqiZmcb1Tu7fNNrSpWc7BLJfyc05qP7Hvnhhx+fDfzE53OIf0cDwpODJ3n06KMcM0pVljBNGN+a9S2uy7wOpfzjfwzH29p47vXN/DVxGn1eL54km4X/zE5iTXQ6R99+jb+/+xaCW2oTNunSORRezMq5uby3PJOk8EsjPMZRG/94cyvPN4iYQpPwzNQiRmkQvWPKapmMKyKCuNXTwuK9P0Yx2CDtGJYGK38JOVdypo3wJ+mm7Bx303pikKajRjprhxE8E2wnKiWIzMIoMgqi0Ieev63nHhnBsns3lrKdWPftQzjDAFGm1aJftAjDqlXolyxGYTh/61UQ3IyMHsRofIf+/q14PJaztvGIUGVTcMCqIjN2HXdn3MKpY6fYulvSgMlkMvLz81myZAmhoZL/0WhfL7V7y6jdu5MxY5/vWIbwSHIWLSV30XLCExInXpMuM6btHb4fFchl6IqiCVqehCI4gNF+GyfeaaXuQA9up1dLFyTpd2Ysikejvzz/Dv3www8/8flc4d/RgLDH0sOfKv7Ee63vARCgCODO3Dv5ysyvoFN9/F/LTqORN155gz+FxtEyW3JbjrDb+H5iBLdk5lK7fQtP//olXDbpBtutiaU8rISS4jm8viKT1IhLu4aT3WP8c2s5b3W6scdH4F6khcCJP6NcnYYvxYVzndhF2I5vQ9teaUVgGCz9ERTcA0qpmiKKIj09PVRVVVFdXc34+LjvOB/XTdnl9NBePUTTUSPtJ4d85nkA4Ql6L9mJJjjy/C09Z3s75h1lWMrKsFVUTBInK6Oi0C9fhmHFCrRz5yIPOL8YWxRFTKZK+oxv09//Hk7n4Dm3G3TLOGBRctSmYknylfxX3s2cOnaKzbs2+7yIZsyYwdKlS4mIiMBusVBVuoXaPWX0NNb5jqPSBDKteAG5i5aTmDtjknD6LMIjA+3sKInwhGvobR6j8sUGWk8MgpcfhsfrmbUqkcyCaBSqy6/S6ocffkyGP6vrDHxWWV2iKGKvGWJ0SyueoX8PA0Kz08zfq//Oc7XP4RSkFsFV6Vfx7dnfJkYX87GP7zGb2f7SJh5V6KlOmwaAwWnnm2E6vjYrh47D+9n1wrPYhqQ2zJAqlPKwYvJKSvjOymmXlKfl9ghsqzHyzM5qDlnAnW5AiNL4KjZBCjnXxYRxa2wYee4BZGW/hupXpJ0VAVD8DVj0AGik9son5abscQl01A3TdMRI64lB3I6J8M6QaK1EdgqjCYs9N5ESBYHxqiosZTsxl5XhPHVq0vqA7GwMy5ehX74CzfTcC7baLJZGjMa36TNuxm7vPGONjNOsQhChelzBfouSFqeKDelXcWvyrTRXNHP8+HEf4cnOzmbZsmVEhIfRevwYtXvLaDl2GI9X5C2TyUnOn03uomVkFBWjCphcvXJ2mTHt6MBeN5nwGJYnIQ8N4FRFP1XbOycJu5NnhDNrZSLxWaF+/Y4ffnzO4c/quozg7DIzuvlMA0IVwatT0BZcngaELsHFa42v8dfKvzLikHQTRTFF/KDwB+SG537s4wsOB4dfeZ3fmpwcyJ0DQIDbxV2Bch5YWIipoZaXfvwAY52SyNai0HIotIjUkqU8tSqbzOiLn4AbsTp56UgHz+9vpgu5RHjyJioki4ICuDUhhrURwQQ6TbDv/+DgE+Dxmgfm3QzLfwohSTidTuq9ZGcq3ZQFj0BXwwhNR/tpOT6Ac3xi2ssQriGzMJrMoijC4/XnvHkL4+NYy8slvc7OXXiGJpyGUSrRzS1Cv2w5+mXLUCfEX/B6xse7MBo3YzS+jcXacMYaOROCZRGrGMAuk8AhiwKbqObqjKv5TeqtnDp+itf++RoerxA5IyODZcuWIR+3cPLd16k/sBe72eQ7amRyKrmLlpG9cCn60LMn4pzdFkzb/z97/x0Y1XWn/+Ov6ZJGo941qqggUKVISKKJanCJK7YBG3CJnXiTOJvsZpNfNvnuJ7ubZGOne7OJsQGb4Bo3jG16EwgkQBJCEiAh1HsfaaSp9/fHHUZgBAhcMMl5/WXfuffMmTtC99E5z/v9NFwqeDJDMCyIwqZTU36olcoDLQz1uXr4aJQkzwojY0HUFQWiQCC4tRErPhfxZa742AcsDH7yqQaEcyIxzIu6JRsQSpLEvqZ9/Pr4r6kfrAcg1ieW7834HvOM8z7zX8yS3U7V1m38qr6T7enT3b147sfGD/KnoelsZfvGl+iolJsfXqjUCs5ZzHeWTWVy2MS/z9Ptg2w8VM+7pc2MeKplwRMqCx6FJHFPgI5nE+NJ0nuA3Sqnq+//JYy4Hq6xc2DJz5DCM93dlCsrK7Fe1LTvs3RTdjol2mr7qTnWybkTnZekn+t9tSRMDyVhZsgVuyjbu7sZ2rcP0569cjPB0bEuzEpvb7znzsV74QK858xBNYF/BxZrN52dH9HRsZWBgRMXvaJEoVBfZFpW0OTw4+NeM9WjStRKLfcm3svK+JXUltVSXFzsLtOPjY0lZ1oWA7WnqTq4l77W5rHP6OdPypwCpswpIDgmbtw5XU3w9A7bqdjbTM3xDpyurC1Pg4a0+UZS50ZOKGpDIBB8tbie57cQPhfxZQifCw0Ihw62ILl8F15ZrgaEfrdmA8LKnkqeP/Y8Je1yeXGARwDfzPgm9ybdi0b52UygkiTRsGs3vy47w7sZ2dhcXX2XWof4cd40wqxmdry6kfNF+1EwVqnlOfM2vnV7JqmREyv1djgldlV3sPFQPUV1PTgNGuwJBpwhsuBRSk7u8dPwbHIiiXoPORuh+gPY9f9Br6uEOygZlvyM3qCZ7m7K/f397vf4LN2Ur5aP5eGtIWFaCIkzQwif5HfZSqEkSVjr6tx+nZHyci4u59JEROC9YAGGhQvwmj4dxQR6AZnN5+nq2klX9y6X2BkbT632xW4fK49H5UfpqJ73u3rodyjRKrXcn3Q/KxNWcq78HEeOHHGLwsiICOKD/OmuOE5z1VgfILVWR2J2LlPmFBCdlonyCitj1pYheUuryrVy5RI8nnMiaWw0cXJfC531YytGIbE+pM+PZNL0ENSaW+8PDoFAICOEzw3yRQqfcRsQxvrgd8et24Cwfbid35/4PVvrtgKgVWp5ZMojPJ72OAbtZ/9MnUeK+f2BI2xJnYHZUzZ354yY+Gl2GlO9NOx6/TWqd32IwiGvEtToJ8H05XzzazmkG/0m9B4DZhtvHmtiU1E9zX0jOA0aHAneOFwxA0rJyT0+Cp5NSZEFD0DDYVnwNB2V/18fwujsH1ClyaDsZMVl3ZSnTp1KRkbGdXdTvlY+VnxmMAkzQjAm+1+Wfi7Z7YyUlmLasxfTnt3YGhoved0jNVU2Jy9YgC45+ZorcpLkZHCwjK6uXXR178JsvtT/o9WG4HCYL63S8pzKjv5RPulsxYkCD5UHDyQ/wKqEVZyrOMfhw4cZda02Bfj6EugYpausxJ2RhkJB9NQ0UuYsICknD63nlQ3+1tYh2bR8seDJCEYxPZQzlb1UHWplxPXvTqlWkDgjlLR5RkLjvjwvn0Ag+OIQwucG+aKEj6VugP6t59zdYFUBHvgtv3UbEA7bhnmp4iVeqXoFi8vPcnv87Xw769tEeEd85vEHKyv5y7bdvJScQZ+r38rkERM/SU9ibqg/Bz/4gGPvvYnSKpdUt+jCMWcu46n7C8iK9p/Qe9R2mth4uJ6/HW9hxObA6aNBMckLS4hselZKTu71dvBsahoJXq4VnvpCeUvLVanlVOupS/kmZY4ETp+t/dy6KV8rHythRijRKQGXVRg5h4cZKjzE0J49DO3fj+Oi1SaFRoPXrFkYFi7Ae/58NGHXNpg7HKP09h2iu2sXXd27sdku8v+gwsszBqdku8S4rNEEYNXPZEtLEyW99QB4qj15KPkhViatpO5UHYWFhZhd5fBeGjWajiYcHS1c+JcQEBnFlLkLSJk9H5+g4KvO0drqWuGpHBM8HulBDMf5UVXezfmyLvfilre/jqlzI5mSH3HVPkUCgeDWQwifG+TzFj72/lEGPjrPiKu1vcJD5WpAGHFLNiC0O+28U/MOL5S9QO+o7J2YHjqdf5nxL0wNmvqZxx+tr+fVv33I/0Yn0hYkVzVFjQzxw6QovhZnpGTvPg68tgnVkPzevRp/+qYu4bGHlzMjNvCa4zudEvvOdrLhUD0Ha+TvxOmjwSNBy2CwH+ASPF4Wnk3LJEHvKQueun2w/3+g8bD8vopAjoes4ORQAKbhMWHyWbop32g+lq2jk6G9ezDt2YO56AiSbczvo/L1xXv+PLwXLESfn4/K+9pmXau1h+6evXR37aKntxCnc6zEXqn0Qu8Vh8M5gtl8nou3t/z8cujWTOUvdcWc7Ze3/rzUXqxMWcnDSQ9TX1XPgQMHGBqSP5vaaUfd1oh6sBcF4GnwYfLseUyZs4DQ+IRr/kEwnuBRTw2kw8+DyuNd9LWNNS6MTPYjbb6RuPSgy1bGBALB3wdC+Nwgn5fwkWwOTPubMe1vln08CtBnh+GzJPaWbEAoSRIHWw7y/LHnqRuQH2qxPrF8d/p3KYgq+MyrVrbOTt59/W/8NiCSushoAAJHR/hnYyCPTk2k+vhxPnl5Pape2eA6pPKiK2E+qx+5n1mJIdcc3zRq4+3jzWw6XE99jyxUJB81fokKOoLk65WSk3s9hvhu+kwmebsET+1ueYWnuRiAVmUEh3zvpapf667K+izdlG8kH0uSJCxnz8pJ57v3XJaHpYmOxuDy63hmZaGYQMNDs/k8Xd276Oq64NcZ69ej1Ybg5RWD3TbI0PBZLhY7vr7TCAq+jVOjOl6sesv9s+Gt8WZVyipWJq+k/nQ9+/btY3DQFQVhs6DrakU90INao2HS9BymzF1AbMY0VBOYq7VtGNOuBkYuEjy2BH8aVUrOlnVhdfW/UutUTM4JI3V+JIERE29dIBAIbk2E8LlBPqvwkSSJkYpuBj46j6Nf3gLSxvngd+cktLfoL9/Tvad57thzHG2T/Sx+Oj++kfENHkh+4DMblx0mE3tee4vnlHrKJyUDoLda+GaAF09Pm0JrTR3v/uXPqFpOA3KlVkdsLvetWcWclGuXVp/vHmbT4XrePt7MkEXehvIIUOM3yUF9gLwlp5Sc3Kft59mMbCYZvGXBU7NDFjwtx5GA88pJFHrfTt3g2GpLQkIC06ZNu+5uylfLx4pM9idx5uX5o8S26wAAeN1JREFUWJLNhvnYMUx79jK0Zw+2lhYuvtAzI0M2Jy8oQDtp0sT9Ot276erahdlce8nrXl5JeHpEYLV1YzJVconY8ckiJGQ5Xv5z2NZ4mM3Vm2kfljslG7QGHpnyCA8nP0zDmXp27diJaVheeVHYrGi729D0d2OcnMKUuQtImjUbD/3E/l1Y24Yx7W5g5JQseCQk+ow+nB910HzRffQN8SRtvpHJueHoPEW3DoHgHwUhfG6QzyJ8rG3DDGw9h6VO/iWs8tXhuzwOz/SgW9LH0zHcwR9K/8AH5z5AQkKj1LB6ymqeSHsCH+1n2wZ0WiyUvPkOvxqwUDg1EwCt3c6jHgr+eVYGw+2dvPbnF1HUHEPpqtTqiMjk9kfXUJAZf9X7KUkSB2u62Xi4nr1nOt3+jogILbqoEar95BUlpeTgPlU3382aRbyPryx4znwkC562cpwoOK1ModBzMa3D8vaIQqEgNTWV/Px8wibgkbnAjeRjOUwmhg4cYGjPXoYOHMB5UUCpQqdDn5cn+3XmzUMdfHUfDMh+nb6+w3R17aS7Z88l3ZMVCjW+PllodcGMjra5EtHHJunjk0VoyDJCQpbRZ1ewuXozf6v5G8M2WdQEeASwKmUVDyc/TOXRExwsLGTYKm+5Kew2tD3tBGmUpM5dQMqcAvxCJ37vbO3DDO4aEzxWSaItwJNz/VZMrt47KCA2LYi0+ZFETQ64JftfCQSCz4YQPjfIjQgfx7CNwZ2uXC0JUCsxzDNimGdEqb31ymPNNjMvn3qZTZWbGHXIFTfLYpfxnenfIdL72qssV0Oy2zm99UN+db6DTzJm4lQqUTqd3IuVf8vLQjts5pU/b8BRsR+1JG9ZdAUlM3/VWpbmpl5V8Axb7LxT2sLGQ+c51zXm75iW7MlIoIlSQwwgC577FW08m5lLvH+gHMNw+kPZw9NRgR0V5aoMDmnm0jsqv59arWbatGnk5ua6s6GuxY3kY9laWjDt3cfQnt0MF5fARWZpVUAA3gXzMSxciD43F6XntdPjrdZeunv20N29m56eg5f4dVQqb/z9Z6FR+2EeaWBg4DgXb3H5+GQQErKckOBleHpGUtlTyabKTeyo34HD9d3E+8bz6JRHKQiczdHt2yk9fRbrhdw1hx0vUy8ZU6aQNn8h4YmTr+sPAFv7MIO7GxmpkAXagEOiUa+hoXsUh6v3js5LTUp+BGnzIvEJuvb9EAgEf78I4XODXM+NkxwSw8VtDOxoQHJ1y/VMC8J3eRzqq4Q9flVxOB28W/sufyz9Iz2j8l/XWSFZfH/G90kPTv9MY0uSROOu3fy29DRvZ2Zj08grG4utw/w4N4NghZIN67cwWvIJHi6x1e9jZOYDj3Ln4tyrPjCbes28UlTP6yVNmEbl78Fbp2ZOmp4Oz24Oe8UCoJIc3Ods4tmsWcQHhsmCp/p92P8r6KxkFC3HVTMoUuUw5Kqm9vDwIDs7m+zsbLy9r70lc9V8rEhvEmdemo8lR5VUyX6dPXuwnD59yXjaSZPkiIiCBXhmpKOYQFdns7meru5ddHftov9TYkanCyPAfw4qtZ6hodP09xdf8rqPIZ2Q0Atix4hTcnKg+QCbKjdxrOOY+7ycsBxWT15FZKeOo7t3cb5vEIen6/44HIR6qJk7bz7JOXmoNde3HXqx4HFKEq12iQaVku7BMdN2oNGb9AIjiTNDLzN7CwSCf0yE8LlBJnrjRs/10//BOeyuUmNNmBe+d07CY5LflzTTz5fClkKeP/Y8tf2y1yPaEM13p3+XhdELP/M2XdeRYv64v4jNaTMZdvVhmTk6xE9mppKk9+LlV96j/+B7+Nhk8+uQZyBT7nqY++5ecsWeN5IkUVTXw4ZD9eyq7nBvHcUGelGQaaDK0cJ+nbzCo5Ic3G8/x7MZs4gLjQanAyrfhQO/gq7TDOHFEVUOJWRyIdrKYDCQm5vL9OnT0V0lfBOuPx/LabViPnpUjojYsxd7R8fYYEolntOyMCxYKPt1YmOveX9lv065LHa6dzM8XHPJ697eUwjwz0Oh1DI4WE5//xEkaWyOBkMaoSHLCQlZhqennF4+ah/lg3Mf8GrVq+4u3GqFmtvibuMevyWYy+qoOHyQAU8f7D5yI0aFJDEpMpzbvnY3QdexlXUBW8eY4BlxSDRYnDQ4YdR2IaVewaRpwaTNNxI2yfeW3D4WCARfHEL43CDXunH23lEGPqpz+w2UXmp8Fsegzw5Hobr1fhGf6T3Dr4//msOtcpm2r86Xp9Of5sHkB9GoPptx2VRZyYvbdvFiUgZ9vn4AJI8M8e/pieQEBbDh7V207XyboFH5wW/R6IldfC8rVt6HWjO+KXXE6uD9shY2Hq7ndPuY52VOYhCzU/XsG6xnr9oIgEqy84DlDM9mZBMbkQgOO5x6WxY8PbX04sthVS6lzhQu7EIFBQWRn59PWlraVQ3LE8nHSpgRQpBRzsdy9PcztH+/HBFx8CBO81gJvMLLC+/8fDkiYt481BPYSnM4LLJfp3sn3d17sFrHgk4VCjV+ftkE+OcBSvr6DtPXX/QpsZN6kdiJdh/vGenhjTNv8Prp1905awaNgfuiv8bM/hiaioppqzuHJSgcW0AIKGRhOjU5idvuuBOD4fqbVl4QPOaTXfTaJc5bnLTaJbeY9fLRMnVuJFPnRKD3vTU7mwsEgi8eIXxukCvdOKfVgWlfE6YDLWB3lafPCsd3cQxKr1uvPL3T3MkfS//Ie7XvuY3LKyev5Mn0J/HVXV//mU8z2tDAX9/eygvGBFpD5L/8jSPD/FuikduiI3jlo6PUfPg6xqF6AOxKDaGzl/HwukfQeY3v02jtH+GVogZeL2mk3yxveXhqVNw3PZIZk/W80XKGvcpwwCV4Rip5NjWT2JgMcNjg5Jtw8DnoraONYAqVeVQ549323cjISGbPnk1ycvJVOytbRuxUH2rl5J5mTL1jXZTHy8eyNjbKqzq792A+cQIcY8JDHRw8FhGRk4PyGqtKADZbH93de+jq3k1v70EcjjHxpFJ5Exg4D3+/XJySlZ6evfT1Hf6U2JlKSMjthATfhpdXzCVj1w3U8UrlK2w9txWrU97ni/CKYIXnYoLO2agvKcFms2HzD8YaHIGkkkXhpPh4lixdekNJ8hcEj+lkFy0WifNWBwNj0yV8ki9pBUbiM4NR3YI9rwQCwZeLED43yKdvnCRJjJzsksvTXdlIunhf/O6ahCbs1ktuNtvMbKrcxIbKDYzYZaPr0tilfGfad4gyRH2msW2dnWx9/W/8xi+cmqhYAAIsI3w3IoAVSfG8vqeCsg/eIL6vCiUSToUS/6y5PPj1xzGMs8ohSRLHGvrYcOg82ys7cDjlH1OjvydrcmNJjPfgzzWV7EWuaFJJdlYMlfGdqWnETsqRw0PLX4ODzyP1N1CPkUJlHuecYwbthIQEZs+eTUxMzFW3Tga7Rzi5p5mqw63YXH1iPPQaEqaP5WOBxOjJk+6ICGvtpZEOuuRkd0SEx9SpKCYQXWE2N9DdLUdE9Pcf49N+naCgRfj7zcJu76ezazt9fUVI0kWrT95TCXFVY3m5vE4X39+S9hI2VW3iQPMB9/Fp2iksNE1htLweU3cXEmA3+GGPiMXuMi6HhISwZMkSEhISrvkZPo2tY5jBPU10l3ZSb3HSYHVic/0GUmmUJGXLURLB0bdmjItAILg5COFzg1x84zxMSvq3nsPqCjRU+enwvT0ez9RbL2bC4XTwwbkP+EPpH+gakbdFMoIz+P6M75MZkvnZxjaZ2Pvamzyn8KIsIQUAvc3K036ePJaezHuHajn07lskdZeicT2UvZKyuP+prxNsvFxsjdocfHiyjQ2HzlPZOhYmmRsfyNr8WPxCNfz2VDl7JdlbopLsrBgs4dnJycQkF4DDCmV/hYO/wTnQyGkSKFTm0uoMAuSS9KlTpzJ79uyrlqRLkkT7uQHKdjddEnvgH64nc2EUSdmhKJ02hg8XyZ2T9+7D0T1WIo5KhdfMmRgWLMB7QQFao/Ga91L265x0+XV2jePXSSE4aBF+/rMYGWmiq/MjevsOXyJ2vL2nuEvPvbwuTy63OW3sqN/BpspNVPdWA6B2KLnNOo2EZm/6a867z1X6BSLFJDHoKk3X6/UsWLCAzMxMVBMwWl/yvp1mBnY10Hiik7pRJx32i8rlgzxInWskJT/8kv5FAoFAMFGE8LlBLty4+ldPoKocAgkUGiWG+VEY5kaiuAXTmw+3Hub5Y89ztu8sAJHekXx3+ndZErPkMwk4p8XC8Tf/xq/6RzmQOg0AjcPOIzoF35qRyvZjTex85z1S2o/g6ZS3hbSRk/jak08RnTLlsvE6BkfZfKSBLUcb6Rl2ra6pldyTFcna/FhMWonnT5WzzyH/QKuddlb0F/GdxDhiUpfLgqf0VSj8DfbBdk4ymUOKWfRIrvPVarKyssjNzb1qMrrD4aTuRBdluxov6aYcNSWAzIVRGJN9Gdq7l4H33mf40CGk0bEtL6W3N95z5+C9YCHec2ajmkBsxZhfZ5fLr9Ppfk2hUOHnly2LHb8cTEOVdHZ+RG/vYSRprMrJ2zuFkJBlhIYsH1fsAJisJv529m9srt5Mh7kDJIg0GSgYmIxHzSD2C59DoSBsagbW4Ega2jvc9y4vL4/8/Pxrmr0/ja3TTPf2es6e6OS8xcnw2KIV0VMCSJtvJDo1EKXovSMQCD4DQvjcIBduXNWzH2PQ6fHMCMZ3WRxqv1vPVFnTV8Pzx5/nUMshQO6q+1T6Uzw8+WG0qhsPaJTsds58sI1fnW/j48xsdy+eu7Hy/ewMDp3q4IN3P2JySyF+dtdqmX8ot619nOScy0vTSxv72HCono8q2rC7trPCfT14JDeGh2dGU2u18FxlBfttckWY2mnnwd6DfDsunJis+8Fpg+Ob4NBvGTX1cJw0jihmYJLk8ydakm4x26gsbKVibzNDrsZ4KrWS5JxQ0hdG4e+vov/dd+nduAnbRenr6vBw96qOfuZMFBMIJJX9Onvp6t51Bb/OXIKDFuPrO43+/qN0dH5Mb2/hpWJHnyz32QlZjl4ff8X3ah1qZXP1Zt6peYdh2zCeFiWpHcGktgUh9YxlgvmGhJI8u4BBTwMnyk/icHmSMjIyWLBgwXVnj9k6zTRtPUd1eQ9NVicX7DsanYqU/HDS5hnxC71y2rpAIBBcD9cjfERPd+CFF17ghRdecP+y14R5EbwiHV3cZzP63gy6R7r5Y+kfebf2XZySE7VSzUPJD/F0xtOfybgsSRLNu/fwm+NVvJ2Zg3WabJBdaB3m37LTqKzp57u/eJPkxv3Mcq1aKL18mPvwarIWLkV50daI1e7ko4o2Nhyup7yp3318Zqw/a/PiWDo1lBMmM0+Xl7LfogO8ZMHTs5dvGwOJueeb4LTD0f+DQ79jaHiIo2RSwr2MogVp4iXp/Z1mTu5pprqozV2K7mnQkDbfyNQ5kWgtA/T+dT21r72OY0Duyq309cV/xQp8li9DN3lijflkv85uurp3MTBw7BLjsezXWUhw0CIMhin09Byko2MrVdX/eonY0euTXNVYy9HrJ131/Sq7XQ0HG3bgdDiI6vRkQUcsgW2AU0JiCLVWR1JOHilzF9I1amXvvn3u1PTY2FiWLFlCRETENT/bxVjahzn91llOn+mn+6LtLP9gT9IXR5OUHXpJ9phAIBB82YgVn4u4oBj7+/rx9bu1RM+IfYRNlZt4+dTLbuPy4pjFPDvtWaJ9oq9x9dXpPlrMC3sP80raTIa9ZFP39NEh/n/TptDSNMyGbUXEn99P3EiDfIFGR/Zd95Jz171oPcYqtbpMFrYcbWTz0Qa6TK4sM5WSOzMiWJcfS2qkL8X9QzxXfZoDo/LDUe2081DXLr4dpic6d508UMl6OPwHes02DjOdMlKxIwurwMBA8vPzSU9Pv2JJuiRJtNX2U7arifMnu93pDAERejIXRZE4MxRHfR09Gzcy+MFWd+K5JiqKgDVr8Lv3HpReV1+tkCQng6YKurt20jWuX2cyQUGLCA5ahKdnDN09e+js/IienoNIktV9nl6fSEjI7YSGLEOvv7qZ2Ck52d+0n01VmzjecRw/k4bEJm+S2/1Qj47tMYUnJpNasJikWbNpbGll586ddHV1ue/f4sWLSU5Ovq6t0MHzA5S/eZaz9SZGXfdTAcRM9idjWSyRSX63nDdOIBDcOoitrhvk80pn/zJxSk62ntvK70t/T6dZXmlJD0rn+zO/T1ZI1mca21RVxfqtO1mflE6Pn1x5lTQyxI9SExjusvHiJ6VE1B0gZegMSiRQKkldsJTZD6xE7zdWqVXRPMCGw+f5sLwNq0N+AIcYdKyeFcPKnGiCvHUc7R/i+TM1HDC7YiKcdh7q3MG3g5RE538dlGooeREO/5G2ERWHmEElyUjI50+kJN1hd1J7vJPy3U10NY75d2JSA8lYGEVksh8jR4/Ss2EDwwcOul/3zMwkYN06DIsWXrV7ssNhoa+/iO6uXXR1777cr+M7k6BgWexoNH50d++ho/MjenoOXCJ2vLwSCA29nZCQZXjrE6/5PV3ccLC1p4G4Vj1JzQYCB8a23fR+/qTMKSB1/mICjVG0t7ezY8cO6urkRHVPT0/mz5/PjBkzJmxcliSJpuJ2Kj6qp7FjxF1zplMrSMkJI/32OAwBt14Xc4FAcOshhM8NcqsJn6NtR3nu2HOc7pWjDiL0ETw7/Vlui73tM/11PdrQwGtvvc8LxkSaQ+X+OBGjw/xLfCQeZjV/2llJQO0hMgdPuiu14mfmMm/lWgIi5HJxm8PJ9sp2Nh6q51hDn3vszCg/1uXHsiw1HK1aydH+IZ47W8dBl+tV7bTzcMcnfMvXQvScb4LWC47+BenwH6m3eFPITM4R6x5v0qRJzJ49m9jY2Ct+5tFhG5UHW6jY28ywqy2BSqNk8qww0hdE4R+kZfCTT+h5eQOWarnSCYUCw6JFBKxbh9e0KwtIm63/U36dsZwwlUpPYOA8goMWERg4D4VC7RI72+jtPYDTebHYmeTexvL2TprQ99Qz0sPrZ17njeo38GgZIbHZm5gOL1RO+T4oVSrip2WTWrCYuMzpKFUqBgcH2bt3L6Wlpa45qsjJyWHOnDl4TiD/C2B4wELVR/VUH23HNDq2ZRfgrSZ9YTTJi6JQ34KFAAKB4NZFeHz+zqnrr+P548+7+68YNAaeTH+SlSkr0alu3Iht7+pi62tv8xvfUM5OnwuAv2WU74T7E0YI/7v1NB7nipnbf8xdqRWWmELBo48RkSSXsvcOW3mtuJHNRxpoG5DPUSsV3J4eztq8WLKi5ZWgI/1DPFdTT+GQLJw0ThsPt3/Mt/T9RN32LfD0gyP/h7PoT5yxBlHIbbQgi7ALJen5+fmEh4df8fP0d5gp393E6SNt2K2ysPLy0cr+nbkRaCUL/W++Tu2rm7G3t8tje3rid889BKx5FG1MzLjjWiwddHR+RFfXzsv9OtpQgoJlv46//yycThvd3XuoPv1Denr2fUrsxBMSspzQkOXo9UkTFqt1/XW8UvUKe05+REyTloXN3niPjv1DD4qOJXX+IlJmz8fL1TXbarVy+OBBDh06hM21dTd16lQWLVo0oeBVp1OisbKHUx/X01g36G7+qAJiQj1JWx6LMefK34VAIBB8VRDC5xaie6SbP5X9ib/V/A2H5ECtULMieQVPZzyNv8fEUsPHw2EyceC1N/mV5MmJtFwAvGxWnvT1YHJgFH/eXYu9bju5vUfclVq+4ZHMX7WOSTNyUCgUVLcNsvFQPe+VtWCxyyIjyFvLypwYVuVEE+ojb3kU9Q/xfG0ThS6Pjyx4PuJb6jaiFn0bDGFw5H+xH3mRk9ZIDnE3Pcjl52q1mszMTPLy8q5Yki5JEi1n+ynf1Uh9RY/7eKDRW/bvTA/F2dlG7x9+Tf/bb+MclldoVEFBBKxejf9DD6Ly8xt33P7+ozQ3b6are8clYsdbn+zewjIY0nA4zPT07OVU5XddYsfiPtfLK84ldm6/LrFzoeHgK+UbaD5eSkKzN1/rDXG/rtPrmZw/n9T5iwiNT3CP63Q6KS8vZ8+ePZhM8vae0Whk6dKlREVdu2nlYPcI1YdaqTrQgnl4rF+Qv1pBUrIfU+5NxCvy2gGuAoFA8FVBCJ9bgFH7KK9WvcpLp15i2CY/qBdGL+TZac8S6xt7w+M6LRZK33yHX/WZ2Zc2HQC1w8FqrcTMYCMv7T7H1rqj5PcVEWaR/SqePn7kr1hF2oIlSAol2ys72Hj4PEfqet3jpkb6sC4vjjsywtGp5S2Pov4hnjvXzKFBeRXoguD5tlSDcf6z4B8LRX/EcnQjx21xFHE/JuTuvTqdjuzsbHJycq5Yku6wO6k51kH57ia6m8bKtGPTAslYFE1kkh+jpypp/8FzDG7f7o6Q0CZMInDdY/jceQfKcUrR7fYh2tvfo7ll8yUGZV/faYSELCc4aCGentE4HGa6u/dS3/Bnl9gZ6+/j6Rkrb2OF3o63/vpMwzanjU/Of8K7+zeiqeomtk1PnF1uxohCQUxqBqkFi0mYmYv6U/Ovq6tj+/btdLiCUP38/Fi0aBFTp0696hwcNifnT3ZTdaCFpjNj25QaBUR7qkjJDcd4Wywqw423RRAIBIKbhfD4XMRXzePjlJxsq9vG70t/T/uwvBUzNXAq35/xfWaEzbjhcSWHg7Pvf8jzda18mJmNU6VCITn5mmSlIMTI5n31NJ8/T17fEeLNcqWWWudB9l33Mf2OuxlxqnnjWCObDjfQ0i9XkKmUCm5LDWNdXizTY/zdD9bDfUM8f76FQwPyeW7BYynDOO/bEDoVDv+BoeK/ctSeTAkZjCKvDhkMBmbNmsX06dPx8BjfJDsyZKXyQCsV+5oxD8rbSGqNksm54aQvMOIX4snQvv30btiAuaTEfZ1X7iwCH3sM/ezZ44qAoeEaWpr/Slv7uzgcspBSKj0JD7ubyMhVGAwpstjp2Udnx0d09+z9lNiJucizk3LdniuT1cSbx1/lyO73CasDv+Gxjsb64CAyCpYydd5CfIJCLru2q6uLHTt2UFMjCzWdTsfcuXPJycm5avhqb+swVYdbOVPUxuhFqzvBagVxfloSF0XhkxuBUif+XhIIBF8thLn5BvkqCZ+S9hJ+VfIrd6xAuD6c70z7DsvilqFU3FhooyRJtOzew2+PV/JWZg4WrewHmm8d5vbwKN4+2ETt+RZy+kpIGTqNEgmFUkn6wtvIvf9hWi1qNh6u550TLYzY5BUTfy8ND2dHs3pWDBF+Y+bYw31DPHe+lcMDcl8YjdPGyrZtfGv4CMa5z0DkDDj8B/pK3uKwYyqlpGJ3LUBOpCS9r33Y5d9px2GTt9b0vlrSClz9d1QOBt7/gN6NG7Ged8UwqNX4LF9G4Lp1eKSkXDam02mjq3sXzc2v0t9/1H3cyyseY+QqwsPvQ6Xypq/vMC2tr9PdvRenc8R9nqdntLv03Nt7yg0ZzJv6G3lt2x/pOFpGWKcGpeQaQ6MiITuXaYtuxzh5/KyvoaEh9u3bx/Hjx5EkCaVSyYwZM5g3bx56/fjZctZRO+dOdFJV2Ep73VhEiIcCorVK4sL1hC+OxisjGIUICxUIBF9RhPC5Qb4KwqduoI7fHP8N+5r2AeCt8eaJtCdYlbIKD/WNlwb3HC3mf/ccYlP6TIa85O2irNEh7gsz8vGRVk6e72DaQBnTBspRuyq1ErPzyHvwEcpNWjYerudgzVgW1eQwA+vyY/laZiQeF1XwHOoz8dz5dooG5C05rdMqC56BfUTmPw2xs+HwH2g/tpVCZwaVJCEhP1AjIiKYPXs2kydPHrckXZIkmk/3UbaricbKMf9OcLSBjIVRJEwPQRrsp2/La/Rt2YKjV95+UxoM+D+4Av/Vq9GMk89lsXTS0voGrS2vYbF2uI4qCQ5aiNH4CP7+efI97NnL+foXGBwsc1/r6RFNSOhyQkKWYfC++hbS1Sgq38XOD19BdboLD+vY/dRFh5C39D6m5hWgu0LvIJvNxpEjRzh48CBWq7zqlZyczOLFiwkKCrrsfEmS6Kw3UXWolZpjHe7gVQUQqlEQo1ViTPDFd34UHskBKESchEAg+IojhM8NcjOFT+9oL38q+xNvnX0Lh+RApVDxQNIDfCPzGwR4XDlb6loMVVXx8tbt/CUpg24/eZxJI8M8GBLCwePdHK/rItVURXb/cTwd8upFRFIKM1Y8ysEBbzYV1dPQI6/aKBWweEooa/PimBUfcMlD/oqCp3s7kXmPw6SFSEUv0HBiF4XOTGoZy5S6Vkm63eagpkT27/S0uMrFFRCXHkTmoijCE/ywnq+nd9MmBt57D8kim4nVEeEErlmD7333o/K+dMVDNiuX0Nyyma6u7e6gT40mkMiIB4mMfBgPjwgkyUln13bq619gaEhefVMqdURErCA87D4MhtQbFjtm0yAffrieMwcP4NUztrVk91QSlZvN0tsfJdB45eaTTqeTU6dOsXv3bgZcXaXDw8NZsmQJcXGXZ3aNDts4c7Sd6kOtY/cR0CshRqskSqvELzUIwzwjupibv9UrEAgEE0UInxvkZggfi8PC5qrNrK9Yz5BN9pLMj5rPd6d/l3jfK2cwXXPcxkZef/M9/mhMoClUjh0IHzXzkJ8fpRWDHDnXTYK5jry+o/ja5Iemf3gkSXc8xK7hYN463sywVV4J8PFQ81B2NI/MiiEqYGzVQZIkDvUP8dz5do5cJHhWtX3Itzq3EjHzEUhejvPInzhTephDUhbNyHNRKGDKFDkl/Uol6eZBK6cOtHBqfzMjJrkEW61TkZIXTnqBEd9gT0aOHaNnw0aG9uxxX+eRmkrgY+swLFmC4lNbZXb7MO0d79PSvJmh4TPu476+0zBGPkJIyFKUSh1Op52Ojq3UN/wfZnMtIPflMUauJir6MXTay1dSJoLT6aCmrITd2zYzXFWP0tX1z6GQsMf5kn/b/cyZ/bVLIj7Go6Ghge3bt9Pa2gqAj48PCxcuJC0t7ZLVMskp0XK2j6pDbdSVduFwVdwpFRChVhCjUxKoVaKfFophrhFNiMjPEggEtx5C+NwgX6bwcUpOPj7/Mb878TvahtsASAlI4fszvk92ePYNj2vv7uajv77Jr31DOR0j5zn5WUZZ4eXJuZpRDtV0EzHSyuy+I4Ra5G0dL18/gubexTZLFPtqxqqzEkK8WZsXy73TIvHSjgmIqwqetneJmPYATLkb+5G/UHGyjENSFt0EAqBSKsnKyiIvP/+KJek9rUOU727i7NEO94Pa219HWoGRKfkR6HQKTDt20LNhI6MVFe7rvBcsIHDdWjxnzLhsFWZ4+BzNLZtpa3vnIrOyB2Ghd2E0PoLBICfGO51W2trfpaH+/xgZlcNI1WofooxriYpag0bjd0PfS397GyW7PuDkvp1gGjNB9/vY8Z+Rwn13PUNM+NUjKQB6enrYtWsX1a5GixqNhjlz5jBr1iy0F1V1DfdbqC5qo/pQK4PdY+/nq1ESrQajRonOU40+JxzD7AhUPrdeEK9AIBBcQAifG+TLEj7HO47zXMlznOo5BUCoVyjfmfYdbo+//YaNyw6TiYOvvclzTg+OJU8FwNNm4z61gvZGJ4Wnu/C39pHfd4Q4cz0gV2ppsxbwji2Bml55RUWhgAXJIazNj2V2QtAlAuJKgmd124f8U/ObRKTfBWn3yyXpp85QROZYSbpGzcycWcyaNWvcknRJkmiq6qVsdxNNVWPiKyTGQOaiaOKnBcPICAN/e5veTa9gc610KHQ6fO++m4A1a9DFX7q943Ta6e7eTXPLZvr6DruPe3rGYIxcTXj4fWg0ciabwzFKa9ubNDT8GYtFrqDTaAKIjnoco3EVarXhur8T2+goZ48eomTXVnrO1rqPWzQOOmIUZC1YxgNzHkOvHd94fDFms5kDBw5QXFyM0+lEoVCQlZVFQUEBBoM8N6fDScOpHqoOtdFwqgfJlXavUSuI1CiJUSnwVYHKR4t3fiTes8JRisBQgUDwd4AQPjfIFy186gfq+e2J37K7cTcAXmovnkh7gtVTVuOpnlhcwKdxWiyUvfk3nusxsydDLnFXOxzc4bQx1K6isKoTvX2YnP5jTDFVo3BValkTcnhHSqHTLv+l761T88AMI2tyY4kNutwP82nBo3NaWd26lX9qfp3wlMWQtoLh469ztKqB4otK0r09deTOnnvFknS71cHZ4g7KdjfR1yaPrVBAXGYwmQujCJvki72jg77Nm+l7402criZ8qoAA/FeuxH/lw6g/tXJksXbT2vI6La2vuUUMKAkKWoAxcjUBAfkoXALTbh+mpXULjY3rsVpl87ZOG0p0zJNERjyISnV9Wz+SJNF69jSn9u6g+vB+HBbZbCwh0Ro0ijUlgDuWrmPRpCWoldcWHXa7nZKSEvbv38/oqLxyk5CQwOLFiwkNDQVgoMtM1aE2The1YR4Y6wwd7KfFaHcQoVKgVihQB3limGvEa1qIqNASCAR/V4jIiq8YA5YB/lT+J944/QZ2yY5SoeT+xPv5RuY3CPK8Ma+I5HBQ88E2nq9t4sOsHBxGNQrJycJRM1Kvjk9O9aBxWpk1UMZ000mUDnlFZzB0Mh9oMumzyZ2e44L0rMmN4f4ZUXh/qj+LJEkU9g3xXH07Rz8teJq2ED4pD+75HX0n3uXwq7+llKnYkaumAnz05M9bQEZGxrgl6eZBKxX7mzm1v4XRIVf6uU7FlPwI0hcY8QnyZLS6mtYf/DeDH30Mdtn8q42LI2DtWny/dhfKi4SUJEkMDBynuWUznZ2fIEmuMTUBRESsIDJiJZ6eke7zbbZBmptfobFpA3Z7PwAeHpHExDxNeNh9qK4z+mOot4eqg3s5tW8nfa0t7uODXjZqjcOEZWfwSM4TZAZnTsgMLUkS1dXV7Ny5k74+uYlgSEgIS5YsISEhAbvNwdnidqoOtdJypt99nYeXmlh/HREmCwYkUCvRRhkwzDPiMSVQVGgJBIJ/eMSKz0V83is+DqeDt8++zR/L/ki/pR+Auca5/PP0f2aS36QbGlOSJFr37OV3xSd5M2sWozr54T/LbEJv8uBQWSdKyUGqqZrZphOorLJg6fOOYLchmzYP2Ug8NymYdXmxzEsKRvmph6EkSRx0CZ7iiwTPI60f8E9NWwiLyoCMlbSXbedQ3RCnLi5JD/ZjdsGSK5ak97QMUba7ibPF7Tjt8o+ed4COjAVRpORHoPVQMVxYSM/LL2MuOuK+zmvmTALWrcN7/rxLetg4HGba29+nueWv7qorAB+fTIyRqwkJWX6JiLFae2hq2kBT86tur4+nZyyxsd8gLPRrKJVjjQKvhcNu49zxYk7t3Ul9mdw7B8CmctIQZqYhxkp+9nIemfoo0T5Xrs76NC0tLWzfvp3GRtljpNfrWbBgAVlZWfS2mqk61MrZo+1YzK5KMAUYYwxEKyCwdwSlS1h5JPtjmBeFNs7nM4XWCgQCwVcdsdV1g3yewqekvYRfFP+Cs31nAUjwS+BfZ/4ruRG5Nzxmb3EJf9pVyKa0GQx6y76OKcMmQoe0HCnvRnJKJJjrWDR8HM2w3OdmQOtHoV8OdV5xeOnU3DfNyJq8WBJCxvfZXFXwhMQjZa6m4eRBDjXaqGGs6izeGMLsBbcRFxd32UNWcko0VPZQvruJ5tNjEQihcT6yfyczCBx2Brd+SO/GDVhqXH4YlQqfpUsJWLcOz7TUS8Y0m8/T3LyZtva/YbfL219KpY7Q0LswRq7CxyftkvMtlk4aG9fT3LLF3XRQr08iNvabhIYsR6GYWJq4JEm0nzvL6cL9VBfuY8Q01vSvw3+UWuMwA7E6HkxfyYqkFfh5+E1oXID+/n52795NhcuwrVarycvLY+b0HBpP9lNV2Epng8l9vre/joRJvkT0j6LpdjVSVCrwygjGMM+IJuza3iGBQCD4e0AInxvk8xA+bUNtPH/8ebbXbwfAR+vDM5nPsCJ5xYQ8HeMxVF3Nhvc/4S+J6XQFyNVRseYhYk0qjpT3ggQRo63cPnocj75mAMwqT476zaTKMJnIQG/W5MbywIwofD0vX9GQJIkDfbKHp2RQFjweTguPtH7AM02vEeYXhjPjYc5WllPYqhwrSUdiyqQo8hcuJyIi4rJxbVYHZ460U767if4OuReQQgGTpoWQsTCKsHhfHP399L3+Br1/3YyjS/bYKL288HvgAQIefQRN5Nj2lCQ56O7eQ3PzZnr7Ct3HPT2jiYxcRUT4/ZdVXY2MtNDQ+Bfa2t50J6MbDKnExT5DUNAit9fnajgdDlpOV1JTXERNSRFDPWONHM06B7WRQ9QahwgxxvLolEe5Pf52tKqJ51iNjo5SWFhIUVERDleGWHp6BumTsmkoH6T2WIc7XV6pUhCbFkh8oAeGc304++XPpNAq0c8Mw3tOJGq/G290KRAIBLciQvjcIJ9F+IzYR9h4aiMvn3qZUccoSoWSB5Ie4JnMZ244Od3S2Mibb77HHyPiaQg3AhAyYmayCUrK+pAk8Lf2cZetFJ9OuSeNVaGm1DeTUt8MZiaGszYvloUpoajG8XaML3isPNr6Hs80vUao3hd72kNUnK7lUKfnWEm6QiIzJYG8hcsJDAy8bNzhAQsV+5o5daAFiyvzSeuhYsrsCNIKjPgEemJtbKR34yb6330XaURerVCHhhLw6CP4PfAAqovuv9XaTWvrW7S0bGHU0uo6qiAwcD5G42oCA+ZeJmDM5nrqG/6P9vZ33c0JfX2nExf7DAEBc6+59WO32WisKKOm+DDnjh29ZGXHoYbG4GFqI4doDRolJ3IWa6euJS8i77q2lBwOBydOnGDv3r2YzbIwjImMJz5gGi0VQ/S1m93n+od5MXlmKJFOJ47STpyubS6lXoN3XgTeueEovSa+TScQCAR/Twjhc4PciPCRJIkdDTt4/tjz7n4800On88PsH5IckHxD87B3d/Pxlrf4tSGY6li5t4uPZZS0ASulFUM47RJe9mHuclYQ1FKGAgknCioNKZQFZbMsO4m1eXEkh41fgi1JEvtdnZaPDcoP10sEj06HZcoDnKhtp6jHh8ELJelKJzMzU8kpWOYuob6YrkYT5bubqDnWgdMh/1j5BHmQXhBFSn44Wg815tJSel/egGnXLnD96OlSUgh8bB0+t92GQqNxz3FwsJTm5s10dH6MJMkrGxqNPxHhDxAZuRJPz6jL5jA0dJb6hj/R0fEhIK+S+PvnERf7DH5+OVcVJtbREc6XHqem+DDnS0uwjozlcKm8PGgPt1Pu10pb0AgKjZrlcct5dMqj1/09S5JETU0NO3bsoLu7GyQI9IgmTDuZ7jqL+96ptUoSpoeQnB6EV8MAI8c7kVy5ZKoADwxzI9FPD0Whmdg2nUAgEPy9Iqq6viTO9J7hF8W/4FjHMQDC9GF8b8b3WBqz9IbMpI6hIQ5teYPn7FqK02QvkIfNRkafmVOVZo5bnWicVu6UThPZUozKKVcunfOK41z0XO4umMZvZkbhrx9/m0WSJPb1mniuvp3jFwmeNa3v8c2m1whVSQyn3MeeehPFR22MIm8zeasdzMqeyYy5Sy4rSZecEvWneijf1UjL2X738fBJvmQsiiIuIxiF5MS0ezetL29gpKzMfY5+7hwC163Da9Ys9/1yOEbo6NhKc/NmTEOV7nN9DOkYjasJCbkdleryrZxB0ynq6/+Xrq7t7mOBgQXExX4TX99pV7znI6ZBzh0vpqb4MA0nS3HYbGPz8w9AlRTGQa9qynRnkJTgqfbk4cTVrJm6hjD95blf16K9vZ3t27dz/vx5lA4dPrZJGOxGrB0Sncjl6iExBlLyI4g16rEcbWfkrTOYXR2eNZHeGOYZ8UwNEhVaAoFAcAMI4XMD9I328ULZC7x19i2ckhOdSsdjqY+xLnXdDfXjcVoslL/1N57vGmZX5kwAVA4HmT0DnD5tpXzEgVJysIhzxLcUobPLoqVNF0rvlKU8cPscFk8JRa0a368yvuCxsab1XZ5pfI0QLPRPupuPmh2cKPfA7lrhCdA5yM+fTXruAjSaS7dRbBYHp4vaKN/TxECnvDKiUCpImC77d0JjfXCazfRv2ULvK69gc1UoKTQafO66k8C1a9ElJrrHM5vraWnZQmvb29jtcoSGUqklNOROjMbV+Pikj/vZBgZOcL7+BXp69rmOKAgJvo3Y2G9gMEwd95qh3h5qS45QU3yYpqoKJKfT/ZpfaDhxM7NpCDXz2sA22sylABi0BlZOXsmqlFU3tHU5ODjInj17KCstR2sJwHckFa3FH1BgRULnpSYpO4yUvDAMViem/U30f1Tnvl6X6CdnaE3yExVaAoFA8BkQwuc6sDvtvHHmDf637H8ZtMqejyUxS/jejO8R4X25ufdaSA4HtR9s4zc1jbw/bRaOSPnrSOvq5fxZG5VDdpAkchTNTG4txMfaD0C/xg9pxnLW3L+cNKPflceXJPa6BM8Jl+DxlGw82vwOzzS9TohjiI7ou/hbh45Tp4PcJenhXnZmz19Myow5l5WkD/XJ/p3Kgy3ucmqtp5qpcyJIm2/EEOCBrbOTzt+8TN/rr+N0hWeqfH3xW/kwAStXog4Ods3PQXfPPlqaN9PTe8D9Hh4eURgjVxIR8QAazeUiQ5Ik+vqPUF//An19Ra6jSsJC7yIm9mm89YmXXdPX3kptcRE1xYdpqzlzyWvB0bEkZOcROS2DHcOH+Y/qzfS2yd2jAz0CWTN1DQ8kPYC39vJKuGthtVo5dOgQR/afQG0KInAkB6VzbEUuMsmPlPwI4jOCsJ3tw/TBObqb5TJ7FOCZHoxhrhFt5PW/t0AgEAguR3h8LuJqe4RH2o7wy+JfUtsvl1on+Sfxb9n/xsywmdf9PpIk0bZnL787Ws4bWbmMuraPknp6aauxYRuQBcVkukhrPUiYK1NrVO2F96zlPPzIA4T4XblU+UqCZ03zOzzT9BpBtgEaI26nsMefGsuYOTnex87sxXcSl5p92apCZ8MgZbuaOHe8E6crCsEn2JOMBVFMzg1D66HGUlNDz4aNDG7diuTaMtJERxOwdg1+d9+N0kvugmy19tLa5jIrjza73kFBYOBcjJGPEBg4d9zyckmS6OndT339CwwMnJCvUmgID7uHmJin8PKKveTc7sZ6aoqLqC0+TFdj/SVjhSdNJjE7j8SZuTh8tWyu3szrp193B8VGekeybuo67k68G911NjMEOTn9+LFSCj8shz5/tDZf92tePlom54aTkheOb4CO4eOdmA424+iRt7oUGiVeM0IxzDGiDhAVWgKBQHAthMfnc6TZ1Mxzx55zx0z46nz5Vua3uC/pvhsqT+8rLuFPOw+yMX0mg7kFAMT09TNwbpTGHrmUOYJBsjoOEe/K1HIoNQTnLWXFutXox8m5uoAkSezplU3LpaYLgsfuEjxbCLT1cTZoOR8MhNDUemElRWJKgIPZyx4gIjHjkvGcTon68m7KdjfSVjvgPh6R6EfGwihi04NQKMBcVET7ho0MHzzoPsczK4uAx9ZhWLAAhStpfGCwnObmV+ns3OYuLVerfYmIeIDIiJV4ecVc4XM56ereSX39C5hMsu9HqdQSEfEgMdFfx8NDXm2TnE7aas9SU3yY2uIi+jva3GMolEqipqSRmJ1HwsxZeAcE0jrUyv9WbuCdmnewOCyA3G/psdTHWBa37IbbD5w4XEXRtmqcvQa0UqxrAhCTGsiU/Ahi0gJRWBwMHWmj7XArTlfnaqWXGn2uXKGl8p54ObxAIBAIJo4QPlfAbDOzvmI9myo3YXVaUSlUrEhewTOZz+Cr8732AJ9i+PRpNr33EX9OSKMjbwEAoaZB7LUjtHfaUQC+kpmsnhKmmqpRIiEplBhz5nPH2rV4+4+fZA6y4Nnda+L5Twmeta3v8s2GvxJgG6DCdwlvDhnp6pb9OyocZIZA3h2rCIyefMl41lG77N/Z3eRO9lYqFSTMDCFzYTTB0QYkq5XBrR/Qs2EjltOncZ2EYdEiAtatxSsrC5DDPzta36W5ZTMm01iSusGQijHyEUJD7xjXrCx/LgcdHduob/hfhodr5HmrvIiMXEl01OPodCE47HYaKsqoKS7iXEkRQ31jAacqjYbYjGkkZucRP20mngb5r4C6gTp+UfgbttVtw+4qdU8LSuOJtCeYHzX/hoJiLWYbx/fUcnJvI45hDeCPEtB6Q8b8WKbkR+Ltr8Peb8H0cT3Dxe1IVlnoqvx0eM+JRD8zDKVWVGgJBALBF4kQPuOw/fx2/u/s/9Fp7gQgJyyHH2T/gET/y70j18Le28vWTVv4ZUgM9Tmy4PEfHkZTZ6K/1YECuTty1kAZWQPlaFwP4qjMbBY+uo7AyMtLti9wQfA8d76dsguCBwdrW9/jm/Wv4mMb4oS+gCJHHIMD8jaTDgszIjXMuvNxDGGxl4xn6h3l5N5mqgpbsY7I89B5qZk6N5K0eUa8/XU4BgfpWb+e3lc3Y++Qt+AUnp743XcfAWseRRslz3dkpJHmlr/S2vq2OwtLodASGrocY+Qj+PhkXNGk63TaaG9/n/qGPzEyUg+ASuVNVNQaooxrUeJNQ0UpNUe3cO74UUaHxroZaz09iZ+WTcLMXOKypqP1GDObV/ZU8lLFS+xq2IWEvF2XE57DE2lPkBN29VL3K93/1pp+Tu5v5HxpN5JTAWiQcOIdKZF/x1QSMsJRKBXYOobpfbMec1kXXEhND/PCMC8Kz/QgFFcwpgsEAoHg80V4fC7iwh5hyp9SUHmqiPSO5Pszvs/C6IXX/1C02Tj55t/4We8Ihany6od+dBTvc330tzhRSKCUHEwxVZPTdwwvV4xCaEIy8x95DOPk8SuSQH7g7uoZ5Ln6dspN8nWeOFjX9gHfOL8RL9soxbp5FFsnMSLJ/hQ9ZnJjvZhx15N4BEReMl7H+UHKdjdy7kQXkuuh7BviSebCKJJnhaPRqbA2t9D36iv0v/U2TlezPXVwMP6rV+P/4ApUfn5IkpOenv00t2ymp2c/uMSFh0ckkRGyWVmrvbzh4QUcDgttbW/T0PhnRkfloE+Nxp+oqHWEBNxHU8UZaoqLOF96DJtl1H2dp8GHSTNmkZiTS3RqJuqLKtAkSeJYxzHWV6zncOth9/EFUQt4Iu0J0oIvjbaYCCMmK9WH26gqbGWga6zXj109jE+skyUrcoiMDkOSJKz1g5j2NzN6emwlShfvK1doJfmLCi2BQCD4HBAen8+Ip8qTr2d+nTVT1+Chvn5zaUfhIZ4/WMJr0/OwRWhROh2E1nTQ2ygx4ASFJDHJfJ7cvqP42/oB8AuLYM7KNSRmX7n775UEz2Md23j63EtobA4Oa+ZwgknYLfJX688g+Yl+ZNz5fTQ+Ie6xnE6J82VdlO1qor1uzL8TmexP5sIoYlLlJO+Rigo6N2xgcPsOcMUp6BITCVi3Dp87bkep1WKz9dHc8BeaW7YwOtrkHisgYA5G4yMEBc6/ahaWw2GmpeV1GhpfxGqVV9m02iDCQx5huDmasjdKaTj5NA5XQjuAd2AQidm5JM7MJXLyVJSqS8eXJIkDzQd4seJFyrvKAVApVCyLW8bjqY+T4J9w9S9xHPo7zJTtauT0kXYcrkaCToUdi0cX3lE2lt8zj7i4OCSnxEhlN6b9zVgbXatRCvCcGiiHhkaN31hSIBAIBF88YsXnIi4oxrOtZ0kMv/5tLUtDA5tee4ffJ2fQ7Sd7ciJbO+k5YwerfJvDR9uY13+E4JF2ADx9fMm7fyVpC5eiUo+vQyVJYmfPIM9fInicPNb1Cd+o+T8cNjWHlHlUOOPHStIV3cxOCSfl9qdR6sdWWawjdqoPy/13TK4qIqVKQdLMUNIXRhEcZUByOhnat4/elzdgPnbMfa0+L4+AdevQz85HoVAwOHjS1Vn5Q5xO2RysVvsQHn4/xsiVeHnFXfV+2e0mmps309j0MjabvCKi1YSiMs+muViiufIMkjTWY8c/PFIWO9l5hE5KHFcg2p12dtTvYP2p9dT0yb4grVLLPYn3sHbqWowG41XnNB5t5wYo29lIXXnXhUUsbGoTo15taENGWbi4gLS0NBROMJd2YjrQjP3CSpBagX5aKN5zjWiCrr/Hk0AgEAiujVjx+YyE6kOv63zn8DAHXtnCf2p9OZUjV2oFmExYTg7SPQQK5EytxebjhLoexmqdjhl33MPMO+9F6+k17rgXBM9z9e2cdAkeL4WTx7p38fSZPzJs07NDsZCzxFxIZyBO2crstHjib/tPFJ5+7rEGu0dk/86hVmyj8sqNh15D6rxIUudFovfV4RwdlQNDN27EWl8vX6hW43v77QSsW4vH5Mk4HBba22Wz8uBguXt8b+8pGI2rCQu9C5Xq6g94m62PpqZNNDVvwm6X+yEpnIH0n46i/tAokrPKfW5I7CRZ7OTkERAZdcXVMKvDygfnPuDlUy/TZJJXnbzUXjw4+UEenfIoQZ5BV53Tp7lQ0Va6s/GSFTGLrocRfTMK/Qiz58xm1qxZqJ1Khg+2YCpsxWlyhYZ6qPCeFYF3fgQqg6jQEggEgq8KQvh8BiRJ4vyH2/ivM018lJWDpFSis1nxruxiqEMWPDqHhXnDJ5jcexIkJwqFkrQFS8h9YOUVK7Xcgud8OyeHLggeicf69vNU1a/ptQXyPstoIty1AiExRdlA/vSpRC56HnRjWyntdQOU7WqkrrTrQjQW/mFeZCyMIiknDI1Whb2nh64/vEjfli04+voAUBoM+D/0IP6rV6MJDWVkpJna2v+hte0t9+qMQqElNGSZq7Ny1jX9KhZrN02NL9Hc8lccDjkU1WbS01rsS985H5AsoFASkZziWtnJxTfk6rEQZpuZt86+xSuVr9A5Im+T+en8WJ2ymocmP3TdFXh2q4PTR9op29Xo7kiNUmLUowOzVzNOzQjTpk1j/vz5eEk6hna3MHSkDcniqtDy0eI9OxJ9dhhKD/HPSyAQCL5qiN/MN8jAyQpe2LqTl7JmMTxd3j6JrGuj+5yTYScoJSepw6eZN3gMhUV+yMdPz2buynUEGsev1JIkiR09gzx/ieCBxwcP8fWT/0OLPZw3+RpdF1LSsZOhOk9eznSC5v0RdHKPH6fDybnSLsp3N9FxfixVPCrFn4yF0URPCUChVGCpO0/bxo0MvPcektUVAhoZScCaR/G99z6Uek96ew/SXP5junv2cmGfR6cLd3VWXoFWe+2VlNHRNhoa/kJLy+tIyO9j7tbRcSKIgfMGlCo1MWnp7h47er9rR0IMWAbYUr2Fv57+KwMWeUUmxCuEdVPXcW/ivXhpxl9FuxIjQ1ZO7W+hYl8zIya5r45KC2bPVoa0jThVViZNmsSSJUsIUBoY2tFC24kOuBAoGuKJYa4Rr8wQFGpRoSUQCARfVYTwuU7s3d28+8oW/ic8gaYL/Xi6existNAzKqFA9vHcPnwEz0HZxxMQGUXB2q8Tm5417pgXBM9z59upcAkevRIeHyrmsdKfU2+PZjP3MYC8b6nFwkzNOXLyZuOT/yPQyg95i9lGVWEbJ/c1MdQre26UagXJ2WFkLIwiMNIbSZIwl5TQu2EjQ3v3uufgkZZG4GPrMCxejF0apqXtdZor/srISIP7nAD/fIzG1QQGLkA5geZ+Q6bzVFf8koGR3SgU8l7ccIcHHSeCMLcHEpsxnbzb84jPmonHVRozXkynuZNXKl/hzbNvMmKX71W0IZrH0x7njvg70Kqub1tpoMtM2a4mTh9uw+4yLHsYVJi9mumSzoHSSXBwMEuWLCHGOwLT7kY6Ks66vT7aGB8M84x4TA4QoaECgUBwCyCEzwSRrFZKX3uLnw3ZKcqaC4BhxIyioo/+Pnlby9s+xJLhYiJ75SwonZeevAdWkrHk9nGNy5Iksb1bNi1fInhGynjk2C+otcewiRWMIHtm9AwzS1vLjDmL8Zz1E9DIxwe6Rji5p4nqw23YXFsungYNqXMjSZ1nxMtHi2S3M7BtG70vb2C00pV6rlDgvWABgevW4jl9OkNDVZyu+XfaOz7A6ZSNz2q1gfCw+4iMXIVeH3/N+2SzjFJTuo3m1vUofc6iUIJCAaYWL3qrjIRFLGD+/fnEZkxD4zHxirmmwSZernyZ92vfx+ZKpU/2T+aJ9CdYHL0YlfL6Gv+1nx+gbEcj58rGDMu+YTpGvJtpMlWDAvTeegoKCpgalMDw/hY6q0+4r/eYHIBhvhFd7PU3sxQIBALBzUMInwnQvm8/vyoq440Z+djValQOB8Fn2ulrBoUEaqednKGTTB8oBbsVFArSFywl/6FH8PK5/ME4vuBR8IT1FA+V/JLT1jhe4T5syP1o/Okn36OWjHl3oZnxM9B4yHlftf2U72q6pNooIEIv+3eyQ1FrVDiGhujZKCek21vlCAeFTofvPXcTsGYNmpgIOjo/pur4LxgYLHXP0dt7MsbI1YSFfQ2V6urbRhbzMHUnSjh3citW3T58YvtR+cmvDbf64elcQmb6/UQ9nI5KrbnqWJ/mbN9Z1lesZ3v9dpyuCq9pIdN4Iu0JZkfOvq4+OJJTor5CNixfEsGR7MOooZUzTQdgCNQaNbNmzWKmMR1rYQc9ta6O0wrwTAvCMD8KbYQIDRUIBIJbEVHOfhGfLocbqatjwxvv8ceULHp9Zd9JZHMH3WcdKGwSuPrxLB0qRmWWTcGRk6dQsPYpQuMmXTa+JEl80j3A8/UdnLpY8DjOcl/xc1SOxlBBMk7k1YswOpjteZ6UggdQTVsNah0Oh5NzJzop39VEZ8NYx+LoqQFkLIwiKiUAhUKBrb2d3ldfpf+NN3EOycGbqoAA/FetxP/hh7F7jdLcsoXW1jcuMitrCAleitH4CL6+068qKswD/dQeO0JNcRFd7UWEZHTgGzs0dsJIIjHGp4hPuwvlda7GAJR1lvFSxUvsa97nPjY7cjZPpD3B9NDp1zWW3ebgzJF2ynY10d8hN19UqhRMmh6M3a+DE1VF2F09gtLT08mPmY6iuB9rg8sfpQSvrFAM841ogq/POyQQCASCL57rKWcXwuciLty43pYWjr+7lf/yCqQ6Vm50FzgwwEjFEI5heVsr0NrD8uGj+PXLHhjvwCDmrVpHct7cywTDhRWe5+rb3YLHW6XkCek8y4/+llNmI2cZE0pxNJKvb2TSgkdQZDwMai2jwzaqClup2NfMUJ/s31GplSTPCiNjQRQBEXJa+2hVlZyQ/vHH4HqYa+PjCVi3Fp8776DffJzm5lfp7t7DhRp4nS6MyIiHiYh4EJ0u+Mr3p7uT2uIiaoqLaDldhVfYEKFZ3fhEDbs+KPh6zyd5yr9gMEy+4jhXQpIkitqKWF+xnpL2EgAUKFgSu4THUx8nJTDlusYbHbZxan8LJ/c1MzIom6q1nmqmzA5HEdTHoeL9DA/Lc4+OjmbepBy8yy3YWl2fR61APyMMw1yRki4QCARfZUQfn8/IMxveZE/efAA8rFb0lV0MdcqCx8MxyvyhEyT1nQRJQq3RMuOue8m+6/5xPSvVQyP8uKaFQ/3yaoi3SskTymYWFr1AxXAE7zDPdaZECrXM9mklsuAJSF8BKg39HWZO7jlPdVEbdqssVDx9tKTNiyR1biSeBi2SJDF04AA9L2/AfOSI+729srMJWLcWXV4W7Z3vcrrsTszm8+7X/f1zMUY+QlDQwiualXtamlxi5zAddbWAhME4zKQ7u/EOvxDXoCQ87B5iYp6ekA/o0zglJ3sa9/BixYtU9cg9fNRKNXdNuot1U9cR6xt7XeMNdo9QtruJ6kOt7nvm7a8jY2EUHuGj7Nm/k84KufQ9ICCAOZNmEnZajePjXmyAQqNEPyscwxwjKh/Rg0cgEAj+nhDCZxx2ZcxACUSea6O7bqw8PWO4mtmDx1BY5O2SxJw85q1+HN+Qyxse9tns/M/5dja1dOMEPJQKntR2M/fw/1FhCmUbMwFQ4iCTKvL8ugkq+Cak3oekVNFa00/ZribqK7rd/p3ASG/ZvzMzFJVGidNiof/tt+nZuBFr7Tn5JJUKn9tuI2DdOuwxSppbXqW96Fs4XVlgKpU34eH3YIxcjV5/eWyDJEl0nj9HTfFhaoqL6G25EEEh4Rs7jDF3CI2PvK2nUGiJiLifmOin8PS8/o7INqeNj+o+4uVTL1M3UAeAh8qD+5PuZ83UNYTpr97D59N0NgxSuqORcyc63T2LAo3eZC2Oxjdawa7dO6ktrJXfx8OD3NgsJjX4wUErDuxy08G8CLzzI1Hpr8+LJBAIBIJbAyF8xiG0uxdTySA9Frk8PXKkheXDR/EwyWnkQVExFKz9OtGpGZdda3dKvNrWw//UtdFnlyusbve0cnfJemp7vNmNHD6qxcoMTjIrYBCfgm/D1HtwOBXUHuukbFcj3U1jfpmYtEAyFkZhTJZDLe19fXS//jq9f92Co7sbAKVej9+KFfitepA+dTmVLf/BQMlx9xh6fRJG4yOEhX4NtVp/yZydTgetZ6qpca3smLq73K8p1SoS5vpjSKjDoZCDQ5VKDyIjHyY6+gk8dNcnTgBG7aO8U/MOGys30jYsG64NGgMPpzzMqpRVBHiM39hxPCSnRENlD6U7Gmmt6Xcfj5oSQNbiaPyMGvbt28eJT04gSRJKpZLMyCmktYeiKQOwotSr8Z5txDs3XDQdFAgEgr9zxG/5cegvt6DSqTDYTCwdLia87ywAHnpv8h5cTcaiZZeFYgIc6jPx45oWqoflUvAUDxXfqPsbnTU9HCcCkEvScyhlZpAFz4J/hpSvMWp2cGp7ExX7mjEPyF4UtUZJcm44GQuM+IfJQsXa0EDvpk30v/Mu0qir3DwsjIBHH8XzznzaBrdy5vwD2Gw9ACgUaoKDl2CMfAQ/v5mXeI8cdhuNp05SU3yYc8eOYh7od7+m1umIy8wicroSi2Y3I6OncAAqlR6j8RGio9ZNqHHhpzFZTbxx5g1erXqV3lHZUB3oEcijUx9lRdIKvLUTr5Ry2JycKZYNy31tsidHqVSQODOUzMXR+IbqKCoqovDdQqyu5owJQbFM743CUCNvXyl9tBjmGuUuy9rrN2ALBAKB4NZDCJ9x0Dht5A0eI6u/DBw2FAol6YuXkb9iFZ6Gy01TTaNW/qO2hQ+75BJpf7WSfzKX4bt/D1XEAoF4YWY+R8gKAc3878PkO+jrHKH89RrOFI01z/Py1ZI230jqnEg8vOXtFvOJUno3vIxp124u7OHopqQQsG4djhwfWjpep/vUz5EkV3q6NpSIyIeJjHgQnW4skd02Okp9+Qlqig9Td6IEi3nY/ZpOr2fS9BwSZs5EF1ZPU/NL9I82gQPUal+iotYSZXwUjcbvuu9nz0gPf63+K6+dfo0hm7ySFekdydqpa7k74W481BM3Do8O26g82MLJPc2YXYZljYeKqXMiSS8wovfTUlFRwStv7mZwUK7KCtUHMnM4jrBmubWAKsADwzwj+umhosuyQCAQ/IMhhM84rO1+D71d9vFETUmjYO3XCY65PGnc7HDyh4YO/tTUyahTzkVfre0j79BGKsxRdBGLEgfZlDPPrw3PpT9BSr6d5rP9lP2pgoaKHvdYQVHeZC6MImFGKCq1EsnhYPCT7fRu2MBI+VgYqH7eXPzWPES/sYHq1j9gPnXO/ZqfXw5G4yMEBy1CqZRF0+jQEHUniqkpPkx9eSl2q2VsLD9/EmbmkpCdS0RyAh2df6Oh8d+w1ModpzWaQKKjH8cYuRK1eiz/a6K0DbWxsXIj79S8w6hDXqGa5DuJx9Me57a429AoJ+6jGewZ4eTuZioPtWJ3NWnU++nIWBDFlDkR6DzVNDQ08Nrb22ltbQXAW+PFDEs8k3pCUKCQYyXmR+GVEYJCJbosCwQCwT8iQviMg2pkAEN4BPMfeZzEnPxxy9Pf7+zn/51rpdUidxHO94JHyjdyrlVNGbJImkQ9t2lKCJ73JI7pT1Fd2k/5fx2jp8Xl31FAbFoQmQujiEjyQ6FQ4Bwepve1d+l95RVsTbKxWKHR4Hv31/B4YB4d2n3UdXwbR60szFQqPWFh92CMXIW3dxIAw/191JbIZedNlSdxOhzuufuGhJKQnUdidh4Rick4nGZaWv7KkeKn3FtkOm0o0TFPEhnx0DWT1sejbqCOlyteZlvdNuySXFKfGpjKE+lPUBBVgFIx8VWWrkYTpTsbqT3eieSUV7sCI/VkLo4m0SUSe3p6eO+DXVRXVwOgUarJsMWQOhqFGhWaCD2Ggmg8pwaKWAmBQCD4B0cIn3HIuXsF8x5ajUaru+y1CpOZf69p4ciAvE1k1Kr4duduLPurKHP5ePzpZyn7SU6fBYt2caZaQdF/nGC4X15tUWuVpOSGk74gCr9QuSGerbOTvs1/pe+NN3AOyFtmKj8//B5egWNJGK3m9+nv3uKeh16f6O6srFYbGOhs59i+d6kpLqL1bLV7SwxkM7YsdnIJjomTGxzaBjjf8AJNTRuw2+X38/AwEhPzFBHh96FUXv7Zr0VVTxXrK9azq2EXkqsULScshyfSnyAnLGfCXZYlSaKxqpfSHY20nOlzHzdO9idrcTRRU+QmjWazmQO7DlBcXIzT6USBgmRHBNNG4/BCJ+doFUTh4TKFCwQCgUAgGhhexNUaIHVb7fzyfBubW3uQAE+lgqec9Uw69DaV9nhAgQYrcykmN0JCvfyXdDqSOPjGWdrrZK+J3k9HeoGRKbMj8HCVS4+ePUvvho0MfPgh2OTVI01MND6r78U0fZDW3r9htcpVVgqFiuCgJRiNq/H1zaa3pYma4sPUFh+hs/7cJfMNS0hypZ3nEhAR6T5utfbQ2LSB5uZXcTjklScvrzhiY75BaOhd7i2yiSJJEsc7jrO+Yj2HWg+5jxdEFfBE2hOkB6dPeCyH3UlNSQelOxvpdTURVCgVJEwPIWtxNMHR8nab3W6npKSE/fv3M+oyeRudAWTbEgmQvNEl+GEoiEIX7ysEj0AgEPwDIBoYfo7YnBKbWrv51fl2Blzl6V/zHGX5kfVU9gdT6eq4nE4Vi7zO4LPkB5jj7uXA++epLjoGEqh1KmYsiyFjYRRqjUpuOHjoEL0bNjJcWOh+L8/p09A+kEdPbBWNfc8jtcvvp9UGExnxEBERD9LfbOLUx4epKd5AX1uL+1qFQolxSiqJ2bkkzMzFEHhp1ZXF0kFD43paWra4A0i99cnExn6TkJBlKBTXV9UkSRIHWw7y4skXKesqA0ClUHFb3G08nvo4if6JEx7LMmKn8kALJ/c0MeyqatPoVEyZHUHGwigMrq7JkiRx+vRpdu7cSW+vXBXm79STY0/E6AzEIyVAFjzRV/+hFwgEAsE/LkL4XIUDvXJ5+lmzLBRSPZQ8VfsW7ecGKEVu2BdBO8sUhUTl3Ysj70VKDw1QsvEotlFZtCTlhJJ7dwLe/jokq5X+97bSu2EjljNygjtKJd6LC3DcYaTdZx/Dw78G+ZmOn182keErsfZEUru/hJ0lP2Sop9s9P5VaTUx6FgnZuUyanjNuIOrISDMNjX+htfUtJEkWFQZDGnGx/0RQ0AIU1+G3AXA4Hexo2MH6ivWcdZX5a5Va7k64m7Wpa4kyRE14LFPvKOV7mqgqbHXfLy9fLRkLopg6JwKd19jqU0tLC9u3b6exsREAD0nDDPskkpzh6NNCMBREow3Xj/s+AoFAIBBcQAifcWgcsfBcQx2fdMtbVAFqJd8aOo73/gNUEgMEoGeYRRSSkRiN8rb3qW/15dD/VLtDMENiDMx5MImweF+cFgs9L71M76ZN2DvlqASFlxf6uxYwtMDJOWknDscwDINK5UVI8F0ozdNoKG7h6LHXGDENuuem0XkQN20midm5xGXOQOc1fmim2Xye+ob/o739PSSXwdjXdwZxsf9EQMD1pZoDWB1WPjj3AS+fepkmk2y69lJ78WDygzwy5RGCva6c8fVpuptdhuWSTpwuw3JAhJ7MRdHurtQXGBgYYPfu3Zw8eRIAlaQkzRFNujMWv6wIERwqEAgEgutCCJ9xuO3YWexeelTAo5oesgtfoWI0mg5iUOJgFqXM9e/GY/l/0u+TR+FrNTScksNKPQ0aZt09iZTccFDA4M6ddP7yf7A1NwOgCg5Ge082PTMaabG/A7ImwdMzDp09n7YyNRXHT2IdGSth9/A2MGlGDonZucSkZaHWXjk/amjoDPUNf6KjYxsXQkgD/GcTG/sM/v7Z130vzDYzb519i1cqX6FzRBZtfjo/VqWs4uHJD+Oru3yVaTwkSaKpupeynY00VY8ZliOT/chcFE1MauAlYsxisVB4sJCiw4exO+XVoARHGDOkBEJnxIrgUIFAIBDcEEL4jINVkpjv5WRl6QZq2j0od5WnJ1LHUs1xghZ8E2vaYxza3sLJPUdxOiSUSgXpC4zMuD0OnacaS00N7f/935iL5NBQVXAQilWpdEwuw+J81yV4VOhIp+9sMBWFbThsYxET3v4BJGTnkpidhzElddxO0RczOFhBfcP/0tW1w30sKGghsTHfxNc387rvwYBlgC2nt/DX6r8yYJGrvkK8Qlg7dS33Jd6Hl2ZiqywOh5PaY52U7mykp1k2UysUkDA9hMzF0YTE+HzqfAelJ0rZs2s3ZoucLxbm9GMWScTOmiyCQwUCgUDwmfi7ED4lJSX89Kc/paioCKvVytSpU3n22WdZuXLlDY33X337cR5rogw5hyqAPm5jP0nT5iAV7KW6wkHR/zvOiKtzcPTUQGY/kIB/mB7HwADtv36Bvi1bwOFAodWiuGcKrbllOLQ7wAkKyYC5OYrzB+1YTaOAvHXkFxpOYo5ciRWekIRCeW3/Tf/AcerrX6CnZ7/riIKQkGXExnwDg2HKdX/2LnMXr1S9wptn3sTsauIYbYjm8bTHuSP+DrSqiYkO64idysJWTu5pYqjPVcavUzElL5yMhVH4BF3eH6jmzFm2b/2E7iHZ5OTj9CRbmURqfiaG2UYRHCoQCASCz8wtL3z27dvH0qVL0Wq1PPTQQ/j6+vLOO++watUq6uvr+dGPfnTdY9ZVDaHThaHFwjyOkmPUoF6+gXZLPAdfqKGzXvbc+IZ4MvuBRGLTgpAcDvpef4Ou3/4WR38/AJrZU+m8o5kRn2IArAP+tJZ4MnDex9WMT0VwdKzcYycnj6ComAl5byRJoq+viPr6F+jrl1eUFAoVoaF3EhvzjXFT169Fk6mJDac28F7te9iccll9sn8yT6Q9weKYxaiUE6v6GuqzcHJPE5UHW7C6DMuePlrSC4ykzo10l/FfTHtzG5+8u436Hnk7UCepmaacRPa8XHzzjSI4VCAQCASfG7d0Hx+73c7kyZNpbm6mqKiIrKwsAEwmE7m5uZw5c4aqqioSEydWWn2hD8C//du/kaOrYaH+HIalP2I46k6K3qvjzFFXlIOHipnL40hfYESlVmIuKaH9v3+OxdU5WB0fxdCDGnqjTsvzNHvQVBjIwHkDoCA8aTKJ2XkkzszFLyx8wp9XkiR6evZRX/8CA4OlACgUGsLD7yUm+im8vGImPNYFzvad5aWKl/ik/hOckuwJygrJ4om0J5gTOWfCJuieliFKdzZSU9zhNiz7h3mRuTiapOxQ1JrLhdNgTz873/6YU21nkAClpGCqKoY5c+YQlB8rgkMFAoFAMCH+Yfr47Nmzh3PnzrFu3Tq36AEwGAz8+7//Ow899BAbNmzgv//7v69r3DWK95g8ZyWOWS9z/GAvx186is2VDzU5L5xZX4tH76vD1tpK269+henjTwBQGrxxPjiJxoxjoJKQHCrajwfQeTIAL0MgBWsfICknH++AwOuajyQ56eraSX39C5iGKuX3UuqIiHiQmOgn8fCIuK7xAMq7yllfsZ59Tfvcx/Ij83ky7Ummh06f4Lwkms/0UbazkcbKXvfxiEQ/sha7DMvjRESM9ps5+M4uihvLsSHf1zhVGAvy52OcmySCQwUCgUDwhXHDwqezs5Pi4mKKi4spKSmhpKSEnh4562nNmjVs3LhxwmM1Njby+9//nm3bttHY2IhOpyMhIYEVK1bwzW9+E68rlGzv27cPgCVLllz22oVj+/fvv+y1axH+9Tc4PxBO4S8qGeySDbahcT7MeTCJ0FgfnKOjdP3xBXrWr0caHQWlEvXydNoKqrF5lgDQV+tL65FgnBZPZtxxN7PuWYHW8/rKrp1OO52d26hv+BPDwzWAXO4eGbmK6KjH0ekmXkIOslApaivipYqXKG6Xt98UKFgcs5jH0x5nSuDEPEEOh5Nzx2XDcnfTmGE5PkvusBwaN77atg9YKHnvIIV1xxhWyL2RgpW+LMorIKkgQwSHCgQCgeAL54aFT2ho6OcygW3btrFq1SoGXPlUAGaz2S2m1q9fz0cffUR8fPxl19bUyGJgvK0sf39/goKC3OdcDx+/OUhPndwo0MtXS949k0jKDpPL0z/5hI7/+R/srW0AaDKT6L3XhClIFhKjfV40HQhmuN2L+OnZzH/0CfzDrm9Fxum00t7+HvUNf2JkRG7Yp1YbMBrXEB21Fo3G//rGk5zsbdzLixUvUtkjrxipFWrunHQn61LXEed7efL8eFhH7VQfaqNsdyNDvS7DskZJSn4EGQuN+F6hn469d5TTH51gX80RuhWDoABvpSfzps9m+m25KFVihUcgEAgEXw6fy1ZXVFQUKSkp7Nix49onX0R5eTkrVqzAbDbj7e3ND3/4QwoKChgZGeH111/nxRdf5MyZM9x+++2UlJTg7e19yfUXxJKv7/i9ZHx8fGh29c+5HppP96H38iZzYRTTl8Wi9VAzeuYMHf/135iLZYGjCgvG8lAQrYnloACHVUvrkQB6TvsREB7FbT98ktjMiW0ZXcDhsNDa9iYNDX/GYnEJK40/0VGPYTQ+glptuK7xbE4bH5//mJcqXqJuoA4AD5UH9yXdx5opawj3npi/aLjfwsm9zVQebMFilhsPeRo0pM03kjbPiIf3+NVWti4zTZ9Usb/mKA3KLlCARqEmN20ms+8oQHuVfkQCgUAgEHwR3LDw+clPfsLMmTOZOXMmoaGh1NfXExc3sZWDCzz77LOYzWbUajU7duwgNzfX/dqCBQtITEzkX//1Xzl9+jS//vWv+clPfnKj070uYqYGsviRTPxCvLD39dH2y9/T/8ab4HSi0OlQ3DuF5lmlSJoWJElBd4Uf7ceCUakMzH9kJZlL70ClnvittduHaWl9jcbG9e5AUq02mJjoJ4mMfBiV6vq2yEbto7xb+y4bT22kdbgVAIPGwEOTH2L1lNUEeARMaJze1mFKdzVy9mg7TodsWPYL9SJzURTJOWGor2A+trYO0bW7lqIzx6lSNeNUSiiAjMRUFt61FIPh+gScQCAQCASfFzcsfP7jP/7jM71xSUmJ26Pz+OOPXyJ6LvC9732PDRs2UF1dzW9/+1t++MMfotGMrS5cWOm5eJvsYi64vK+XpU+mYvDS0rv5r3T94Q84XeNr5qfRuayBEcNRAIZaDDQVBmMZ8CCtYDGzH3oUL1+/Cb+P3W6iqfkVmpo2YLPJ3Yw9dBHExDxFePgDqFS665r3kHWIN868wStVr9A7KpuNAzwCeHTKozyY/CDeWu9rjCD7gFrP9lO6s5GGUz3u4+GTfMlcHE1cetC4hmUAS+Mg/XsaKK05San6PBa1vDoUHxnL0ruWfW7bowKBQCAQ3Cg3rarrvffec//3unXrxj1HqVTy6KOP8sMf/pC+vj727dvH4sWL3a9f8PbU1NQwffql20p9fX10d3eTl5d33XMbLimh+7e/w+LyB6kTojGtUNJqlDsr24Y8aCoMYrDBm4jkqSz4wdcJjZ947xyrtZem5o00N7+C3W4CwNMzmtiYbxIW9jWUyuvbAuod7WVz1WZeP/06Jps8XoQ+grWpa7kn4R481NeOdnA6nJwr7aJsZyOdDfIYKCA+M5isxdGExY8vICVJwlI3wOCeRs6er6FYXcugRjaEBwcEsXT5bSQkXH9fIYFAIBAIvghumvA5ePAgAHq9/jLRcjHz5s1z/3dhYeElwmfevHn8/Oc/Z8eOHTz00EOXXHfBb3Tx9ROl+elv4K1SofT1wfFQLI2px13l6WrajvnTdTIAvV8wy7+1jsn58ybc68Zi6aKxaT0tLVtwOOSuyHp9IrEx3yQkZDlK5fV9He3D7Wys3Mjfzv6NUYdcJRXvG8/jaY+zLG4ZGuW1Ox1bR+1UH26jfHcTph55DJVGSUqu3GHZL3T8bTZJkhg904dpTyMtTS0c1dTQru2XP5OnFwsWLSQzMxPVNaI2BAKBQCD4Mrlpwqfa1ewvISEB9VX8MJMnT77smgssXLiQ+Ph4tmzZwre//W0yMzMBuYHhz372M9RqNWvXrr3+yalUqL+WSeu8SuwexwDorZHL0yWbFzl330v21x5A4zGxkEybrY+683+gtfU1nE455sLgPZXY2GcIDl6MQnF9VU3nB87z8qmX+fDch9hdyetTA6fyZNqTFEQXoJzAeMMDFir2NXNq/5hh2cP7gmE5Ek/D+KtOklNipLIb094m+lp7KNGc45xObuyoVqnJzctl9uzZ6HTXt00nEAgEAsGXwU0RPqOjo3R3y+XiRqPxquf6+/uj1+sZHh6mqanpktfUajXr169n6dKlzJkzh4cffhgfHx/eeecdzp8/z3/+53+SlJR03fMz/SiAQaNcvTXSo6fpYBDmDi8Ss/OY98hj+IaETWgcp9NOS+sW6up+i90u+4R8fLKIi32GwMD5E14pukB1TzXrK9azs2EnErLZODssmyfSnmBW+KwJjdfXPkzZzkZOH23HaZfH8A32lA3LueFormBYlhwS5vJOTHubMHeZKFc3cErXiEMhd3tOT09n4cKFN+SpEggEAoHgy+KmCB+TyeT+70+XqI/HBeEzNDR02WsFBQUUFhby05/+lDfffNMdUvqzn/2MVatWXXVci8WCxWJx///goJzBNeTfiofFg5aiQHrP+BJojGH5j79OTFrmBD8h9PYe5mzNzxgePuv6nJNJTPgR/v551y14jncc58WKFznUcsh9bH7UfJ5Ie4KM4IxrXi9JEm21A5TubKT+ZLf7eGicD1lLoonLCEZ5BcOyZHcyfLwD0/5mbL1mzqraOO5RxwjyylVMTAxLliwhMjLyuj6TQCAQCAQ3g5u24nOBifRyubBtMjIyMu7r2dnZfPzxx9c9j5///OfjVqd1nfJnsDIUrdaXBetWkbF4OcoJelVGRpqoqf05XV3bAVCr/ZgU/89ERDx4XR4eSZI42HKQ9RXrKe2Uc7mUCiXL4pbxeOrjJPpfO3/M6ZSoK+2idGejO1gVBcSlB5G1OJrwBL8rX2t1MHy0HdPBZpyDVpqVPRz1qKUPWXwGBASwePFiJk+efN1CTiAQCASCm8VNET4eF3ljrFbrNc+/sCrj6en5uc7jhz/8If/8z//s/v/BwUGioqLoOBZK9rI7yVuxCi+fiW3dOBxm6hv+j8bGF3E6rSgUKiIjVxIf9ywajd+E5+RwOtjZsJP1Fes503cGAI1Swz0J97A2dS1RhqhrjmGzOjh9uI2yXY0MdrsMy2olyblhZC6Mwj9Mf8VrnaN2hopaGSpswTlsp1cxRLHnOZoleaXIw8OD+fPnM2PGjKt6swQCgUAg+CpyU55cFzewG2/76tMMDw8DE9sWux50Ot24JtwH/79fMCnt2ltIIK/MdHRspfbcL7FYZJOvv38uSYn/jrd38oTnYnVY2XpuKy+feplGkxxT4aX2YkXyCh6Z8gghXiHXHMM8aHUblkeHbQDo9GrS5hlJm2/Ey+fKq2uOYRtDh1oYOtyKNOrAjIUT+gbOOJqRJAmlUkl2djZz5869YnaaQCAQCARfdW7aik9QUBDd3d3XjJTo6+tzC5+oqGuvdnweBMdMrAP1oOkUZ8/+PwYG5P4+Hh5GEhN+RHDwkglv/5htZt4++zabqjbRae4EwFfny6qUVaycvBJf3bVXnPo7zJTtauT0kXYcNtls7BPkQeaiaCbnhqPRXXmbzjFowXSgheGjbUg2J3YcVPq2UWavw+aQxVNKSgqLFi0iMPD6UuUFAoFAIPiqcdP2KlJSUjh48CC1tbXY7fYrbpucPn36kmu+Clit3Zw79zytbW8BEkqlJ7ExTxMd/QQq1cRK3AcsA2w5vYUt1Vvot/QDEOIZwpqpa7g/6X68NNdeVWmrlTssnz/ZjavIi5AYA1lLYojPurJhGeTgUNP+JoaPdYBDQkKiPqifYsdZTCPyKlxERARLly4lJiZmQp9JIBAIBIKvOjdN+MyePZuDBw8yPDzM8ePHycnJGfe8/fv3u/87Pz//y5reuDidNpqbX+V8/e/dHZdDQ+8kYdIP8PCYWOBnl7mLV6te5Y0zb2C2y00MowxRPJ76OHdOuhOt6upmb6dTor68m9KdDbTXDbqPx6YHkbU4ivAEv6uuNtm6zHJJelknyItDdIdbOaI4Q3uvvOLk4+PDokWLSE1NRakUyekCgUAg+Pvhpgmfu+++m5///OcAbNiwYVzh43Q6eeWVVwDw8/OjoKDgS53jxfT0HORszc8wm88BcgPCpKSf4Oc3Y0LXN5ua2XBqA+/VvofV1cQwyT+JJ9KeYHHMYtTXqPiyWx2cPtJO2a5GBjrl6jalWkFyThiZi6IJCL+yYRnk4FDT3iZGTo2tDo3EqCjRneNso/yZtFotc+bMYdasWZdkogkEAoFA8PfCTRM+2dnZzJkzh4MHD/LSSy+xZs2ay4JKn3/+eXe35u985zs35WFsNjdQU/vfdHfvAkCjCWBS/PeIiHgAheLaJe5D1iH+fPLPbK7ejN0pd0jODM7kyfQnmRM555peoJEhKxX7WqjY18zokMuw7KUmdW4kaQVG9L5X75BsaRzEtKeJ0dO9YweTvCk3NHG8ugyn04lCoWDatGkUFBR87gZygUAgEAi+Styw8CksLKS2ttb9/xc6MQPU1taycePGS84fLzrid7/7Hfn5+YyMjLBkyRJ+9KMfUVBQwMjICK+//jp/+ctfAEhKSuJ73/vejU71hrDbh6hv+BONjS8jSVYUCjVG4yPExX4bjcbnmtc7JSfv177Pb0/81p2UPit8Fk+lP8X00OnXFDz9nWbKdzVxuqgNu8uwbAj0IGNhFCl54Wg9rvzVXQgONe1pxHLOlVyvAG1aAGcDuyks3c5oo1zmnpCQwOLFi0VyukAgEAj+IVBIkiTdyIVr165l06ZNEz7/Sm+zdetWVq9e7e6a/GmSkpLYtm3bl5LwPTg4iK+vL2fObKaj849YrbLnJSBgDkmJP0avn9gcyrvK+cXRX3Cq5xQAsT6x/MvMf2Guce41r22vkzss15V1ubekgqMNZC2JZlJWMErVlT03FweHWhtd3bGVCjwzg2mNHmFv8QF6e2URFhISwpIlS0RyukAgEAhueS48vwcGBvDxufrixE3vQHfnnXdy8uRJfve737Ft2zaam5vRarUkJCTwwAMP8E//9E9feN+YF154gRdeeAGHwwHA6TM/Rq9X4ukZTWLijwkKXDCh8vROcye/Pf5bttZtBUCv0fN0+tOsSlmFRnXlbTrJKXH+ZDdluxppqx1wH49JDSRrcTQRSVc3LEtOiZFTcnCorU0u/UetQD8jDFOyiveL9tL4idwbSK/Xs2DBApGcLhAIBIJ/SG54xefvkQuK8cNtU5g69dtER61Fqbx2yrjVYeWVqlf4y8m/MGKXjcd3J9zNd6Z9hyDPoCteZ7c5OHOknbJdTfR3yBVeSpWCpJwwMhdFERhxdb+N5HBiLuvCtK8Je5f8vgqtEv2scJzpBvYePUBFRQUgB7rm5eWRn58vktMFAoFA8HfFLbXi81Uke+b7BAdfewtIkiT2Ne3jV8d+RZNJTo5PD07nh9k/JDUo9YrXjQ7ZOHWgmZN7mxkxyYZlraea1LkRpBdEofe7ujBxB4fua8LRJ8d5KDzUeOdHoJkRSNGJoxRtLMJul83UIjldIBAIBAIZIXzGQae7djxEXX8dvyz5JYdbDwMQ7BnMd6d/l9vjb0epGN+HM9A1QvnuJqoPt2K3yoZlb38dGQujmDI74qqGZbg8OBRAqdfgPScSr+xQyqpOsnf9m+5O1yI5XSAQCASCSxHC5zoZtA7yp7I/8drp13BIDjRKDWumruHJtCev2G15sGeEI+/VUXusgwsbi0FR3mQtjmbS9BBUVzEsgys49HArQ4fk4FAAlY8W77lG9NlhnGuoY8eGF+nq6gJEcrpAIBAIBFdCCJ8J4nA6eKf2Hf5w4g/0WfoAKIgq4F9m/AtRPuNniNmsDk580kDpzkZ3hlb0lAAyl0RjTPa/pihxDNsYKmxhqEgODgVQBXhgmG9EPy2Uzp4u3ntjC+fOyQ0IRXK6QCAQCARXRzwdJ8CJjhP8ovgXVPfKzRTjfeP5QfYPyIvIG/d8SZKoPdbJ4XdqGXJ5cCKT/ci/P5HgKMO411zMp4NDAdQhXvgUROGZHsyQeYitH31IaWmpSE4XCAQCgeA6EMLnKrQPt/PrY7/m4/qPATBoDHwz85s8OPlBNMrxy9O7Gk0cfPOsuyzdEOBB/v0JxGcFX3OF59PBoQCaSG98CqLwmBKIzW7j4KGDFBYWYrXKHh+RnC4QCAQCwcQRwmccRu2jbCnfwsunXmbEPoICBfcl3ce3sr5FgEfAuNeMmKwc+aCOqsJWkECtVTL9thgyF0Wj1l69X46t04xp36XBodoYH3wWRKFL8keSJE5WnGT37t3uRo8iOV0gEAgEgutHCJ9xWLltJR3ODgCmhUzjB9k/YErglHHPdTicnNrXQsm281jMsvE4cWYoufdMwhDgcdX3GS84VJfoh09BFNo4XxQKBfX19Wzfvp22tjZAJKcLBAKBQPBZEMJnHFqHW4kIjOB7M77HbbG3XXGLqqmql4Nv1dDn6pYcFOXNnAeTiEjwu+r4loZBTHsvDQ71SAnAZ0E0WpcHqKenh507d3L69GlAJKcLBAKBQPB5IITPOKybuo5nZj1zxfL0gS4zh96u5Xy5HMzq4a1h1tfiScmPQKkcXyRJkoTl3ACmvZcGh3qmB+NTEIUmTA+A2Wxm//79lJSUiOR0gUAgEAg+Z4Tw4fKsrqcynhpX9FhH7Rz/pIGyXY047RJKpYK0+UZm3hGLzuvKqzDWJhP9H9ZhbXAFsSoVeE0LwTA/Ck2QJwB2u52SkhL279/P6OhYcvqSJUsICbl2Q0WBQCAQCATXRmR1XcSVsj4kSeJscQdF79QyPCBXU0VNCWD2A4kEhOuvOJ7DZGXgk3rMx2W/EGoF+plhGOYaUft7uMeurq5m586d9PXJ/YFEcrpAIBAIBBNHZHV9jnQ2DHLwjbO018mrNT5BHuTfn0hcRtAVvT+S3cnQoVYG9zQiWeRVJK9pIfjeFovKZyyHq6Wlhe3bt9PYeGlyelZWljAuCwQCgUDwBSCEzxUwD1o58t45qova5PJ0nYoZy2LIXBiNSnNlUTJyupeBD+uwd8tp6RqjN353TUIXPaZA+/v72b17t0hOFwgEAoHgS0YIn3Eo391E9f5ubK6YiOScMHLvmXTV1HRbl5mBD+sYPSNvVym9NfjeFofXtBAULsPz6OgohYWFHDlyRCSnCwQCgUBwExDCZxyObq3DU6snJMbAnAeTCIu/sihxjtoZ3NXI0OFWcEqgUuCdH4nPgiiUrrR1p9PJiRMn2Lt37yXJ6UuXLiUiIuJL+UwCgUAgEAiE8BkXT4OWBQ9OZvKscPdqzaeRnBLm4x0MbK/HOWQDwGNyAL63x6EJHqsIq6+v5+OPP6ajQzY4i+R0gUAgEAhuHkL4jMODP5pJUOj40RQgNyDs/+ActpYhANRBnvjeGY9n8tg1/f397Ny5k8rKSgB0Oh3z589n5syZIjldIBAIBIKbhHgCj4PWc/zb4hi0MPBxPebSTgAUOhU+C6PxzotAoZYNzzabjUOHDlFYWOj28UyfPp0FCxag11+59F0gEAgEAsEXjxA+E0CyOTEVtmDa24hkdYICvKaH4rs0FpVBK58jSVRVVbFjxw4GBuTOzNHR0Sxbtozw8PCbOX2BQCAQCAQuhPC5CpIkMVrVQ/+28zh65W7K2mgDfndNQms0uM9rb2/nk08+ob6+HpCDRJcsWcLUqVOFj0cgEAgEgq8QQvhcAVvHMP0f1mGp6QdA6aPFb1kcnpnBbjFjNpvZs2cPx48fR5Ik1Go1+fn55Ofno9Vqb+LsBQKBQCAQjIcQPuPQ/1EdgydN4ARUCgxzjRjmR6HUqQBwOBwcO3aMvXv3unO1pkyZwuLFi/H397+JMxcIBAKBQHA1hPDh8pDS4aPtGHR6PKYE4nd7HOpAT/e5dXV1fPLJJ3R2ygbnkJAQli1bRlxc3E2Zu0AgEAgEgokjQkov4kLI2dn/2kfUA+l4JI6t3vT19bFjxw6qq6sB8PT0pKCggOnTp6NSqW7WlAUCgUAg+IdHhJR+RkK+kYGHvx8AVquVwsJCDh06hMPhQKFQMGPGDAoKCvDy8rr6QAKBQCAQCL5SCOEzDgqVEkmSOHXqFDt37mRwUE5mj42NZdmyZYSGht7kGQoEAoFAILgRhPAZh/b2dt5++20aGxsB8PX1ZenSpaSkpIjydIFAIBAIbmGE8BmHDRs2oNPp0Gg0zJ49m7y8PDQazc2elkAgEAgEgs+IED5XIDU1lcWLF+Pre+VkdoFAIBAIBLcWQviMw6pVq0hNTb3Z0xAIBAKBQPA5o7zZE/gqEh0dfbOnIBAIBAKB4AtArPhcxIWWRhequAQCgUAgEHz1ufDcnkhrQiF8LsJkMgEQFRV1k2ciEAgEAoHgejGZTNf05orOzRfhdDppbW3FYDBcUrY+c+ZMSkpKPtPYg4ODREVF0dTUdM2ukoKvPp/Hz8TfE7f6/fgqzv9mzenLet8v6n0+73E/63jid/+XgyRJmEwmIiIiUCqv7uIRKz4XoVQqMRqNlx1XqVSf2w+sj4+P+OH/O+Dz/Jn4e+BWvx9fxfnfrDl9We/7Rb3P5z3u5zWe+N3/xTPRKmxhbp4AzzzzzM2eguArhviZuJRb/X58Fed/s+b0Zb3vF/U+n/e4X8WfDcFnQ2x1fUlcT4CaQCAQCP4+EL/7v3qIFZ8vCZ1Ox09/+lN0Ot3NnopAIBAIviTE7/6vHmLFRyAQCAQCwT8MYsVHIBAIBALBPwxC+NwilJSUsHz5cvz9/dHr9WRnZ7Nly5abPS2BQCAQfEFs3ryZp556ihkzZqDT6VAoFGzcuPFmT+uWR5Sz3wLs27ePpUuXotVqeeihh/D19eWdd95h1apV1NfX86Mf/ehmT1EgEAgEnzM//vGPaWhoICgoiPDwcBoaGm72lP4uECs+X3HsdjtPPPEECoWCAwcO8OKLL/Lcc89RXl7O1KlT+elPf0pNTc3NnqZAIBAIPmfWr19PfX09XV1dPP300zd7On83COHzFWfPnj2cO3eOlStXkpWV5T5uMBj493//d+x2Oxs2bLiJMxQIBALBF8GiRYuIiYm52dP4u0MIn6vQ2dnJhx9+yE9+8hOWLVtGUFAQCoUChULB2rVrr2usxsZGvv/975OSkoJerycgIIDs7Gyee+45zGbzFa/bt28fAEuWLLnstQvH9u/ff11zEQgEAsGV+Sr87hd8cQiPz1UIDQ39XMbZtm0bq1atYmBgwH3MbDZTUlJCSUkJ69ev56OPPiI+Pv6yay9sYyUmJl72mr+/P0FBQWKrSyAQCD5Hvgq/+wVfHGLFZ4JERUWNu+pyLcrLy1mxYgUDAwN4e3vzX//1Xxw+fJjdu3fz5JNPAnDmzBluv/32/3979w/SxhvHcfzzK6lVq5Kh4FLBlnhYOtYIYqWkHbpYyFpaimJ3FWmHDoro4qB0FqV/hlI6FEFKIZt4wUFLSjs0Q6AFHQOB+icxiv4GuaMhiVW5R1Pv/Zoe754LT+Tuy4cnz91pY2Oj6Hjngin3DpKGhoaCiwoA4J2zqv0whxmfQwwPDyscDiscDquxsVG/fv3StWvXjvUZAwMD2traUiAQUCwWU0dHh7vv7t27amlp0fPnz5VMJjU1NaXh4WGvvwYA4Bio/ecbMz6HGB0dVXd394mnPZeXl901On19fQUnvmNoaEg3btyQJL18+VI7OzsF+52ZnnKzOs57YAAA3qiE2g9zCD4Gzc3Nue3e3t6SfS5cuKAnT55IkjKZjHuxOJy1PaXW8WQyGaXT6ZLrfwAAZ8OL2g9zCD4GLS4uSpIuX76sW7dule13584dt23bdsl9sVis6Dhn25/HAwDOlhe1H+YQfAz68eOHJCkUCikQKL+cqrW1tegYx71793T9+nW9e/dOX79+dbevr69rbGxMgUDg2LdXAgDM8aL2wxwWNxuSy+WUTqclSVevXj20r/P+rc3NTa2urhbsCwQCmpmZ0f3799XV1aWHDx+qoaFBHz9+1M+fPzU+Pi7Lsox9DwDA0XlV+6WDJzc7M0Hfv393tzk/i0WjUUWjUe8G7xMEH0PW19fddl1d3V/7Oyd/qdsaI5GIbNvWyMiIPnz4oHw+r5s3b2psbEyPHj3ydNwAgJPzsvbbtq03b94UbIvH44rH45Kk5uZmgs8JEHwMyeVybruqquqv/S9duiRJymazJfe3t7fr8+fP3gwOAGCEl7X/9evXvI3dANb4GFJdXe228/n8X/tvb29LkmpqaoyNCQBgFrW/8hF8DKmvr3fbR3kq5+bmpqSjTY0CACoTtb/yEXwMqa6u1pUrVyRJa2trh/bNZDLuyd/U1GR8bAAAM6j9lY/gY5DzVM5UKqXd3d2y/ZLJZNExAIB/E7W/shF8DLp9+7akg6nML1++lO23sLDgtjs7O42PCwBgDrW/shF8DPrzNsNXr16V7LO3t6e3b99KkoLBoCKRyGkMDQBgCLW/shF8DGpvb1dXV5ckaXZ2VktLS0V9Jicn3Sd29vf36+LFi6c6RgCAt6j9le2//f39/bMeRKWybVupVMr9O51O69mzZ5IOpiWfPn1a0L/UqyMSiYQ6OzuVzWZVV1enFy9eKBKJKJvN6v3795qenpYkWZallZWVgjsCAACnj9p/vhF8DtHT01P01MzDlPtXzs/P6/Hjx/r9+3fJ/ZZl6dOnTwqFQicaJwDAO9T+842fuk7BgwcP9O3bNw0ODsqyLNXW1ioYDKqtrU0TExNKJBKc+ABwzlD7KxMzPgAAwDeY8QEAAL5B8AEAAL5B8AEAAL5B8AEAAL5B8AEAAL5B8AEAAL5B8AEAAL5B8AEAAL5B8AEAAL5B8AEAAL5B8AEAAL5B8AEAAL5B8AEAAL5B8AEAAL5B8AEAAL5B8AEAAL7xP37UimjdP7aPAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.loglog(tsne_traj_msds.T)\n",
"_ = _"
]
},
{
"cell_type": "code",
"execution_count": 138,
"id": "1fc09a72",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'MSD Exponent')"
]
},
"execution_count": 138,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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U1mlpaSn1tBEREVHxp1fPlip5cXFxMUgwmrKysoKzszMA4PHjx/mWjY2NlZItbYfsduzYIV07Y8aMHIlWdu3atUO7du0AZK0yHxsbq1U7REREVHzplWzVr18fQOEs0f821VN/d+/ezfcpyFu3buW6RlPZl4po3LhxvmVVa31lZmbi33//1aodIiIiKr70SrZGjx4NURSxZcsWQ8WjMW9vbwBZQ4SXL19WWy4oKEg6btmypVZtZF+/q6BlLd68eZPndURERFSy6ZVs9evXDwMHDsS+ffuwePFiQ8WkkR49ekjHqj0a35aZmYnNmzcDABwdHeHr66tVG9WrV5eOVSvWq3PmzBkAgCAIqFatmlbtEBERUfGlV7J15swZfPzxx/Dy8sLMmTPh6emJ77//HkePHsWZM2cKfOnD09MTrVq1AgBs2LABFy5cyFVm2bJl0lDgxIkTc21CvWnTJgiCAEEQMHfu3FzXd+nSRXqycuHChYiMjMwzlnXr1iE0NBQA8N5776Fs2bI63xcREREVL3qNd7Vp0ybHMg+XL1/Od0gvO0EQtF5x/m0rV65Ey5YtkZycjI4dO2LGjBnw9fVFcnIyduzYgXXr1gHI2q9wypQpWtdfu3ZtjBw5Ehs3bkRkZCQ8PDwwadIktGrVCnZ2dnj06BF27NiB7du3A8jaruebb77R656IiIioeNF7clFhrhz/Ng8PD+zcuRNDhgxBfHw8ZsyYkauMm5sbAgMDcywXoY3Vq1fj9evX2LlzJ54/f46ZM2fmWc7W1hbr1q1DmzZtdGqHiIiIiie9kq1Tp04ZKg6dde3aFWFhYVi5ciUCAwPx+PFjKBQK1KxZE3379sX48eNhY2Ojc/2WlpbYsWMHRo8ejU2bNuHixYuIjIxEamoq7O3t4e7ujvbt2+OTTz4pcJ9GIiIiKnn0SrZ8fHwMFYdelEolli9fjuXLl2t13YgRIzBixAiNyvr6+mo9wZ6IiIiIaxQQERUx0dHRiIuLM3YYOlOtvWiMNRgNzdHRsdAX7qbih8kWEVEREh0djcFDBiMtteB9X4u6BQsWGDsEvSksFdi2dRsTLtKLwZKt+Ph47N69GxcuXMDTp0+RlJSEjRs3QqlUSmWioqIQFxcHKysr1KhRw1BNExEVG3FxcUhLTUOmZyZEe+M9gESAEC8g7VIa4uLimGyRXgySbK1atQozZ85EQkICgKwnFAVBkPYVVAkKCsLgwYNhZWWFx48fo0yZMoZonoio2BHtRcDJ2FGUbCKY7JJh6LWoKQDMnTsXEyZMQHx8PBQKhbRHYF769++PihUrIjU1FXv27NG3aSIiIqIiT69k68qVK/j6668BAEOGDMHTp09x6dIl9Y2ZmaFv374QRRF//vmnPk0TERERmQS9kq0ff/wRoijCy8sLmzdvhoODQ4HXeHl5AQCuXbumT9NEREREJkGvZCsoKAiCIGD8+PEaX6PapFndPoNERERExYleydaTJ08AAO7u7hpfY2lpCQBITU3Vp2kiIiIik6BXsqVQKAAAb9680fgaVYLm6OioT9NEREREJkGvZEu1F+CNGzc0vuaPP/4AANSsWVOfpomIiIhMgl7JVtu2bSGKIgICAjQqf//+fWzYsAGCIKBDhw76NE1ERERkEvRKtsaPHw8LCwucO3cOc+fOzbdsaGgoOnbsiMTERFhaWmL06NH6NE1ERERkEvRKttzc3PDVV19BFEV8/fXXaN68Ob799lvp/NGjR7FkyRK0a9cOzZs3x4MHDyAIAhYvXoyKFSvqHTwRERFRUaf3dj1fffUV3rx5g2+++QYhISEIDQ2FIAgAgC+++EIqp9rCZ/bs2ZgwYYK+zRIRERGZBL236wGA+fPn4+LFi+jVqxesra0himKOV6lSpdCpUyecPXsWc+bMMUSTRERERCbBIBtRA0DTpk2xe/dupKen4+bNm3j27BkyMjJQtmxZ1K1bF9bW1oZqioiIiMhkGCzZkiq0sECDBg0MXS0RERGRSTLIMCIRERER5Y3JFhEREZGMDDKMmJ6ejsDAQJw9exb3799HQkICMjIy8r1GEAScOHHCEM0TERERFVl6J1vBwcEYOnQoHj58KH1NFEW15QVBkJaBICIiIiru9Eq2bt26hQ8++ADJyckQRREKhQK1atVCmTJlYGbGEUoiIiIivZKtb775BklJSTA3N8e8efMwYcIElC5d2lCxEREREZk8vZKtkydPQhAETJw4ETNmzDBUTERERETFhl7JVkxMDACgZ8+eBgmGiPIWHR2NuLg4Y4ehs4iIiBz/NWWOjo5wcXExdhhEZEL0SrbKlSuHqKgorg5PJKPo6GgMGTwYqWlpxg5FbwsWLDB2CHqzVCiwdds2JlxEpDG9ki1vb2/s2rUL169fR+PGjQ0VExUBKSkpxaIXAgCUSiWsrKyMHYbO4uLikJqWhjF1X6OSbf5LqpC8ol6bY82NrO8Jky0i0pReydbkyZOxZ88erFy5EoMGDYKFhcF3/yEjiYiIwKhRo4wdhkH4+/vD3d3d2GHorZJtBqrbM9kiIjI1emVHzZo1w/LlyzFx4kT06tULGzduhLOzs6FiIyNSKpXw9/eXrf6IiAgsWLAAs2bNglKplK0dALLXT0RElB+9kq358+cDAJo3b47ff/8dSqUSHTp0QO3atWFjY1Pg9bNnz9aneZKRlZVVofQGKZXKYtHrREREpI5eydbcuXOlleAFQUBycjIOHTqEQ4cOaXQ9ky0iIiIq7vSeZPX21jz5bdVDREREVNLolWxlZmYaKg4iIiKiYokbGBIRERHJiMkWERERkYyYbBERERHJyGCrkL58+RIBAQE4fvw4rl+/jpcvXwIAypQpg3r16qF9+/YYOXIkypQpY6gmiYiIiIo8gyRba9euxdSpU5GUlAQg5xOJkZGRiIqKwh9//IG5c+di2bJl+OSTTwzRLBEREVGRp3eytXjxYsycOVNKsBwcHODh4YEKFSpAFEVER0fjypUrePXqFV6/fo0xY8YgLi4O06ZN0zt4IiIioqJOr2Tr+vXr+OqrryCKIipWrIjvvvsOffv2RalSpXKUS09Px2+//YYvvvgCUVFRmDVrFrp06YK6devqFTwRERFRUafXBPmffvoJGRkZKFeuHC5cuIBBgwblSrQAwMLCAgMHDsSFCxdQvnx5ZGRk4KefftKnaSIiIiKToFeydfLkSQiCAD8/P1StWrXA8q6urpg+fTpEUcSJEyf0aZqIiIjIJOiVbEVGRgIAWrRoofE1LVu2BABERUXp0zQRERGRSdAr2TI3NweQNSdLU6qyZmZc4ouIiIiKP70yHtXQoTZDgqqymgw7EhEREZk6vZKtDh06QBRFLF26FNeuXSuwfFhYGL777jsIgoCOHTvq0zQRERGRSdAr2Zo0aRIsLS2RmJgIb29vfPfdd4iJiclVLiYmBt9++y1at26NxMREWFpaYtKkSfo0TURERGQS9FpnS6lUYu3atRg5ciQSExPx5Zdfws/PD9WqVYOLiwsEQcDTp0/x33//QRRFiKIIQRCwdu1aDiMSERFRiaD3CvLDhg1D2bJl8emnnyIyMhKiKOL+/ft48OABgJxb91SqVAnr1q1D586d9W2WiIiIyCQYZG/ELl264MGDB9i3b1++G1H37NkTFhYG2/uaiIiIqMgzWOZjYWGBvn37om/fvoaqUmMPHz7EDz/8gMDAQDx8+BCWlpaoWbMm+vXrh7Fjx8LGxsZgbR0/fhxbt25FcHAwnjx5AgsLC7i4uKBBgwZo164dhg4ditKlSxusPSIiIjJtJt/NFBgYiMGDB+PVq1fS15KSkhASEoKQkBCsX78ehw8fRo0aNfRqJzY2FiNHjsSBAwdynYuPj8edO3ewZ88eeHl5oVGjRnq1RURERMWHLMlWeno6YmNjAQBOTk6yDR1evXoV/fr1Q1JSEkqXLg0/Pz/4+voiOTkZO3bsgL+/P27fvo0uXbogJCRE5x6nV69eoUOHDrh8+TKArGHTAQMGoGbNmsjIyEBERARCQkKwe/duQ94eERERFQMGy4Ju3LiBn3/+GcePH8edO3ekifGCIKBWrVpo3749Ro8ejXr16hmqSUyaNAlJSUmwsLDAH3/8AS8vL+lc27ZtUatWLUybNg23bt3C8uXLMXv2bJ3a+eyzz3D58mVYWFhg69at6N+/f47zLVu2xKBBg7B8+XJkZGTodU9E6kS95q4LxsbvARHpQu9kKzMzE5MnT8aqVauQmZmZ4+lDIOtpxNu3b+Pff//Fzz//jPHjx2PZsmV6b9cTEhKC06dPAwA++uijHImWypQpUxAQEIDw8HB8//338PPzQ6lSpbRqJzg4GFu2bAEAzJo1K1eilZ0gCHwAgGSz5gbnAhIRmSK9M4MBAwZgz549UpJVt25deHp6wsXFBaIo4tmzZwgJCcH169eRkZGBH374AVFRUdi5c6de7e7fv186HjlyZJ5lzMzMMGzYMPj5+SE2NhanT59Ghw4dtGrnp59+AgCULl0aU6ZM0TleIn2NqZuISraZxg6jRIt6bcakl4i0pleytX37duzevRuCIKBhw4ZYt24dmjVrlmfZ0NBQjB49GleuXMHu3buxY8cODBgwQOe2z549CwCwtbVFkyZN1Jbz8fGRjoODg7VKttLS0qQJ8Z06dZLmfKWnpyMyMhKCIKBChQpQKBS63AKRVirZZqK6PYepiYhMjV5jef7+/gAANzc3BAcHq020AKBp06Y4c+YM3N3dIYoi1q5dq0/TCA8PBwDUrFkz36G72rVr57pGU1evXkVKSgoAwMvLC0+fPsXIkSPh6OiIatWqQalUwsHBAZ07d8b58+d1uAsiIiIq7vRKtsLCwiAIAqZPnw5bW9sCy9va2mL69OkAshIZXaWkpEh7MFapUiXfsk5OTlJsjx490qqdmzdv5mizfv362LRpE16/fp3j60eOHEGrVq3w/fffa1U/ERERFX96JVtpaWkAgAYNGmh8jarsmzdvdG43ISFBOtZkOQdVspWYmKhVO6pV8AFg3rx5iImJwYcffojQ0FCkpKQgOjoaq1evhr29vfSgwJEjR/KtMzU1FfHx8TleREREVHzplWwplUoAyLGgaEFUyYXqWl2ohvYAaDRfytLSEgCQnJysVTvZe7BSU1PRtWtXHDhwAE2aNIGlpSXKly+PMWPGIDAwEGZmZhBFEdOmTcv1RGZ2ixYtgoODg/RydXXVKiYiIiIyLXolW71794YoitizZ4/G16gm1Pfs2VPndq2srKRjVe9aflJTUwEA1tbWOrcDAN99912eS1Z4e3ujV69eAIDr16/j+vXrauv08/PDq1evpJe2Q5tERERkWvRKtiZPnowaNWpg7dq12LVrV4Hld+/ejbVr16J69eqYOnWqzu3a2dlJx5oMDap6qLRdQT57O9WrV4e7u7vasu+//750HBISoracpaUl7O3tc7yIiIio+NIr2XJwcMDx48fRuHFjDBw4ED169MD+/fsRGRmJN2/eSEsk7N+/Hz179kT//v3RuHFjnDhxAg4ODjq3a2VlBWdnZwDA48eP8y0bGxsrJVvaDtllL1/QRPzsZZ89e6ZVO0RERFR86bXOlrm5uXQsiiIOHTqEQ4cOqS0viiJCQ0Pz3RRaEASkp6cX2HadOnVw9uxZ3L17F+np6WqXf7h161aOa7RRt25d6bigbXiyn+cq8kRERKSiV8+WKIrS6+1/5/XSpEx+k8uz8/b2BpA1RKjaIDovQUFB0nHLli21uj+lUomqVasCAO7du5dv2eznK1eurFU7REREVHzp1QUzZ84cQ8WhtR49emDRokUAgICAADRv3jxXmczMTGzevBkA4OjoCF9fX63b6d27N1asWIHo6GicP38eLVq0yLPc3r17peNWrVpp3Q4REREVTyabbHl6eqJVq1Y4e/YsNmzYgOHDh+fajHrZsmXSqvETJ07MtQn1pk2bpH0V58yZg7lz5+ZqZ9KkSVizZg1SUlIwYcIEBAUF5VrAdevWrdKm2F26dClwfhcRERGVHHoNIxrbypUrYW1tjfT0dHTs2BGLFi3CxYsXcerUKYwePRrTpk0DkLWdkK6bSFetWhXz588HAFy+fBmenp745ZdfcPnyZZw8eRLjx4/HiBEjAAD29vZYsWKFQe6NiIiIigeTnsnt4eGBnTt3YsiQIYiPj8eMGTNylXFzc0NgYGCOZRy09cUXX+Dly5dYsmQJbt68KSVX2ZUvXx779+9HrVq1dG6HiEjCzSWMj98DMhC9kq0NGzbgo48+0vq6ly9fYvTo0fjtt9/0aR4A0LVrV4SFhWHlypUIDAzE48ePoVAoULNmTfTt2xfjx4+HjY2N3u0sWrQI3bp1w5o1a3D27Fk8efIEVlZWcHNzQ7du3fDZZ5/ptZwFEVF25pfMCy5ERCZBr2Rr1KhROHz4MPz9/VGmTBmNrjl+/DhGjBiBJ0+e6NN0DkqlEsuXL8fy5cu1um7EiBF59lKp4+XllWteGBGRHDI8MwCueWxc8Ux6yTD0Hkbcv38/Ll68iE2bNqFDhw5qy6WlpWH69On48ccfkZmZmee2N0RE9P/ZA3AydhBEZAh6ZTwTJ04EADx58gSdOnXC5MmT89yr8Nq1a2jatCl++OEHZGZmonLlyjh27Jg+TRMRERGZBL2SrRUrVuDYsWOoXLkyMjMzsXLlSjRr1gw3btyQyixbtgyenp64ceMGRFFE3759ERYWhnbt2ukdPBEREVFRp/dYXvv27REWFoY+ffpAFEVcu3YNzZo1w6JFi9CuXTtMmzYNqampsLOzw6ZNm7Bz5044ObFvnIiIiEoGgyz94OTkhF27dmHTpk2YOHEiEhISMGvWLABZ2/O0bNkSW7ZsQbVq1QzRHAGIjo5GXFycscPQWURERI7/mjJHR0e4uLgYOwwiIiqiDLrOVu/evbFnzx4EBgYCyEq0HBwcsHbtWiZaBhQdHY3Bg4cgLS3V2KHobcGCBcYOQW8KhSW2bdvKhIuIiPJksGTr/PnzGDp0KP777z8AgJ2dHeLj4xEfHw9PT08sW7YMo0ePNlRzJVpcXBzS0lKR8k4biNaOxg6nRBOS44B7pxEXF8dki4iI8qR3spWZmYl58+Zh0aJFSE9PBwB8+umnWLp0KTZt2oQvvvgCSUlJGDt2LAIDA7FhwwaUK1dO78AJEK0dkWnrbOwwSjQuYEJERAXR63fFvXv30KJFCyxYsADp6elwdnbGgQMHsHr1atjY2GDs2LG4fPkyPDw8IIoiAgMDUb9+fWmYkYiIiKi40yvZatSoEUJCQiCKIj744ANcu3YNXbt2zVGmdu3a+OuvvzBt2jQIgoBnz56hW7duGDNmjF6BExEREZkCvZKt169fw9LSEitXrsThw4fVzlmxsLDA4sWLcfLkSVStWhWiKGLdunX6NE1ERERkEvRKturXr4/Q0FB89tlnGpVv3bo1wsLCMHDgQH2aJSIiIjIZek2QDwkJgUKh0Ooae3t7bNu2LddwIxEREVFxpFfPlraJVnYDBgzQp2kiIiIik8An14mIiIhkpHGy9cMPP+CHH35AbGysXg0+evQIvXr1Qu/evfWqh4iIiMgUaDxna9KkSRAEAe3bt89zI+kbN26gfv36MDMzkxY3zUt8fDz2798PQRB0i5iIqAQQ4gWIEI0dRokmxPP3FBmGQfdGBLL2QyQiIt04OjpCYalA2qU0Y4dCABSWCjg6Oho7DDJxBk+2iIhIdy4uLti2dRvi4uKMHYrOIiIisGDBAsyaNQtKpdLY4ejF0dGR+56S3phsEREVMS4uLsXiF7xSqYS7u7uxwyAyOj6NSERERCQjJltEREREMmKyRURERCQjJltEREREMmKyRURERCQjrZ9GPHDgAEJDQ3N9PTIyUjrevHmz2uuzlyMiIiIq7rROtmbNmqX2nGpV+JEjR+oeEREREVExolWyxdXhiYiIiLSjcbIVEBAgZxykAyE5jpPujExIjiu0tqJemxdaW5Q3fg+ISBcaJ1vDhw+XMw7SgdW908YOgQqBo6MjLBUKrLlh7EgIACwV3CuPiLTD7XpMWMo7bSBaOxo7jBJNSI6TPel1cXHB1m3cK6+o4F55RKQtJlsmTLR2RKats7HDKNEKaxiXe+UREZkuTvkhIiIikhGTLSIiIiIZMdkiIiIikhGTLSIiIiIZMdkiIiIikhGTLSIiIiIZMdkiIiIikhGTLSIiIiIZMdkiIiIikpFBVpB/9uwZ7ty5g9jYWCQkJMDe3h5lypSBm5sbypYta4gmiIiIiEySzsnWs2fPsGLFCuzbtw937txRW87d3R29evXCxIkTUa5cOV2bIyIiIjJJOg0j/vzzz6hevTq+/fZb3LlzB6Ioqn3dvn0bixYtQrVq1bBhwwZDx09ERERUpGndszV37lx8/fXXAABRFGFmZoY6deqgcePGKFu2LEqXLo2EhATExMTgypUruH37NjIzM5GcnIxPPvkET58+xcyZMw1+I0RERERFkVbJ1unTp7FgwQKIoggLCwt8/vnnmDBhAipXrqz2msePH2PlypVYuXIl0tPTMXfuXPj4+MDb21vv4ImIiIiKOq2GEadPn47MzEzY2tri1KlTWLJkSb6JFgBUqVIF3333HU6ePAkbGxtkZmZi2rRpegVNREREZCo0TrauXLmCkJAQCIKAn376CS1bttSqIW9vb/z0008QRRF//fUXwsLCtA6WiIiIyNRonGwdOXIEAFCjRg0MHz5cp8aGDx+OGjVqAAACAwN1qoOIiIjIlGicbIWGhkIQBPTo0UPnxgRBQM+ePSGKIkJCQnSuh4iIiMhUaJxs3bx5EwDQvHlzvRpUXa+qj4iIiKg40zjZiouLAwBUqFBBrwZV16vqM4SHDx9i6tSpqFOnDmxtbVGmTBl4enpi6dKlSEpKMlg72T158gSOjo4QBAGCIKBNmzaytENERESmTeOlH169egUAcHR01KtBBweHHPXpKzAwEIMHD85RX1JSEkJCQhASEoL169fj8OHD0lwxQ/nss88Mdg9ERERUfGncs5Wampp1gZl+e1errk9LS9OrHgC4evUq+vXrh1evXqF06dJYuHAhzp8/jxMnTmDUqFEAgNu3b6NLly5ITEzUuz2VQ4cOYc+ePShfvrzB6iQiIqLiSb/MycgmTZqEpKQkWFhY4I8//sCMGTPg5eWFtm3bYt26dfj2228BALdu3cLy5csN0mZiYiLGjRsHAFi6dKlB6iQiIqLiS+vtep48eYLSpUvr3GBUVJTO12YXEhKC06dPAwA++ugjeHl55SozZcoUBAQEIDw8HN9//z38/PxQqlQpvdqdMWMGHj16BF9fXwwdOhTDhg3Tqz4iIiIq3rROtjp27ChHHFrbv3+/dDxy5Mg8y5iZmWHYsGHw8/NDbGwsTp8+jQ4dOujc5qVLl7Bq1SooFAqsWbNG53oMRUiOM+2uyWJASI4zdghERFTEaZVsiaIoVxxaO3v2LADA1tYWTZo0UVvOx8dHOg4ODtY52UpPT8cnn3yCzMxMTJ8+He7u7jrVYwiOjo5QKCyBe6eNFgP9H4XCUu8HR4iIqPjSONnSddV4uYSHhwMAatasCQsL9bdRu3btXNfoYunSpbh69SreeecdzJgxQ+d6DMHFxQXbtm016PIZhS0iIgILFizArFmzoFQqjR2OXhwdHeHi4mLsMIiIqIjSONkKCAiQMw6tpKSkICYmBkDWRtf5cXJygq2tLV6/fo1Hjx7p1N79+/cxf/58AMDq1athZWWlUz1A1lOdqic7ASA+Pl6nelxcXIrFL3ilUmnUXkIiIiK5meSUn4SEBOlYk8n6tra2AKDz8g+jR49GcnIy+vfvr/ectUWLFsHBwUF6ubq66lUfERERFW0mmWylpKRIxwqFosDylpaWAIDk5GSt29q8eTOOHz8Oe3t7rFixQuvr3+bn54dXr15JL11724iIiMg0aP00orZevHgBMzMzODk5GazO7MN4miyOqhq2s7a21qqdmJgYTJkyBQCwcOFCVKxYUavr82JpaSklf0RERFT8ydKzFR0djU8++QTOzs4oX748nJ2d4eTkhBEjRuDhw4d6129nZycdazI0+Pr1awCaDTlmN3nyZMTExKBp06YYO3asdkESERERQYueradPn6Jx48YAgK+++gpjxozJs9z9+/fRunVrPHnyJMdSEa9evcKWLVtw6NAhnDhxAo0aNdI5aCsrKzg7OyMmJgaPHz/Ot2xsbKyUbGkzPyoqKgpbtmwBALRt2xa7du3Kt/yzZ8+wY8cOAED16tXRvHlzjdsiIiKi4kvjZCsoKAhPnz6FQqFAv3791JYbMGBAjlXiXV1dUalSJdy8eRMJCQmIjY3FwIEDce3atXyXbChInTp1cPbsWdy9exfp6elq67p161aOazSVfXhSte1PfsLDwzFw4EAAWctkMNkiIiIiQIthRNXWOL6+vihbtmyeZX7//XeEhoZCEASUKVMGR48eRUREBC5cuICnT59KK73/+++/2LNnj16Be3t7A8gaIrx8+bLackFBQdJxy5Yt9WqTiIiISFsaJ1tXr16FIAj5rsC+bds26XjZsmU5lkmwtrbG+vXrUb9+fQDAgQMHdIlX0qNHD+lY3RpgmZmZ2Lx5M4CshSd9fX01rr9atWoQRbHAl4qPj4/0tU2bNul0T0RERFT8aJxsRUdHAwAaNmyotoyq98vBwQGDBg3KdV4QBPzvf/+DKIq4evWqlqHm5OnpiVatWgEANmzYgAsXLuQqs2zZMmnV+IkTJ+bahHrTpk0QBAGCIGDu3Ll6xUNERESUF40nTT179gwA4OzsnOf5+/fvIzo6GoIgoFWrVrkSGxUPDw8AyDGvS1crV65Ey5YtkZycjI4dO2LGjBnw9fVFcnIyduzYgXXr1gEA3NzcpCUciIiIiAqTxslWeno6APXrWv3111/ScX4bQ6s27FU9IagPDw8P7Ny5E0OGDEF8fHyeexa6ubkhMDAwx3IRRERERIVF42FEVY/Wv//+m+f57MN4TZs2VVuPaqsdffYXzK5r164ICwvD559/Djc3N9jY2MDR0RFNmzbFkiVLcOXKFdSsWdMgbRERERFpS+OerYYNGyIqKgp79uzB4MGDc5wTRRGHDh0CAJiZmeX71F9ERAQAGHQTZaVSieXLl2P58uVaXTdixAiMGDFCr7azT5InIiIiepvGPVvdu3eHKIo4cOCA9ISfynfffYeIiAgIgoB27drBwcFBbT2qHjB3d3cdQyYiIiIyHRonW4MHD4ZSqQQAjBw5Es2bN8fgwYPRuHFj+Pn5SeUmT56stg5RFLF//34IgoD33ntPj7CJiIiITIPGw4g2NjbYuXMnOnbsiPj4eISGhiI0NBTA/w2l/e9//8uxttbbDh8+jMjISAiCgPbt2+sZOhEREVHRp9VG1J6enrh8+TL69u0La2traRFPpVKJpUuXSkstqPP1118DACpUqMCeLSIiIioRtN6c8J133sHOnTuRmZmJ58+fQ6FQwMnJSaNrT5w4kdWoHnsiEhEREZkSnbMeMzMzrZ8otLW11bU5IiIiIpOk1TAiEREREWmHyRYRERGRjDQeRjxz5ozBG2/durXB6yQiIiIqSjROttq0aQNBEAzWsCAI0n6LRERERMWV1hPkuT0NERERkea0Trasra3RvXt3dOjQAWZmnPJFRERElB+Nky07OzskJCQgOTkZO3fuxOnTpzFo0CAMHToUDRs2lDNGIiIiIpOlcddUdHQ0fv31V3Tu3Bnm5uZ4+vQpVqxYgcaNG6Nhw4ZYunQpoqKi5IyViIiIyORonGxZWVmhf//++P333xEZGYkVK1bAw8MDoiji2rVrmD59OpRKJTp06IAtW7bg9evXcsZNREREZBJ0mnRVrlw5TJw4EaGhobhx4wamT5+OKlWqICMjAydOnMCIESPg4uKCoUOH4tixY5xUT0RERCWW3jPc69Spg0WLFiEiIgInT57EiBEjYGdnh6SkJGzbtg2dO3dG5cqVMX36dEPES0RERGRSDPo4YZs2bbBx40Y8ffoU27dvR6dOnaT5XT/++KMhmyIiIiIyCbKs3SAIAszMzCAIgkEXQiUiIiIyNVqvs5WfoKAgbNmyBbt370ZCQgKArEVQK1asiKFDhxqyKSIiIiKToHeyFR4eji1btmDbtm14/PgxgKwEy8bGBj179sSwYcPQrl07LoBqYlJSUhARESFb/aq65WxDRalUwsrKSvZ2iIiI8qJTsvXs2TP8+uuv2LJlC65cuQIgK8EyMzODr68vhg0bhl69esHW1tagwVLhiYiIwKhRo2RvZ8GCBbK34e/vD3d3d9nbISIiyovGyVZKSgr279+PLVu24M8//0RGRoa0pEO9evUwdOhQDB48GJUqVZItWCo8SqUS/v7+xg7DIJRKpbFDICKiEkzjZKt8+fLSQqWiKKJChQoYOHAghg4dikaNGskVHxmJlZUVe4OIiIgMQONkKzExEYIgwMrKCt26dUPHjh1hbm6OsLAwhIWF6dT4sGHDdLqOiIiIyFRoPWcrJSUFu3btwq5du/RqWBAEJltERERU7GmVbHHbHSIiIiLtaJxsnTp1Ss44iIiIiIoljZMtHx8fOeMgIiIiKpa40igRERGRjJhsEREREcmIyRYRERGRjJhsEREREcmIyRYRERGRjJhsEREREcmIyRYRERGRjJhsEREREcmIyRYRERGRjJhsEREREcmIyRYRERGRjJhsEREREcmIyRYRERGRjJhsEREREcmIyRYRERGRjJhsEREREcmIyRYRERGRjJhsEREREcnIwtgBEBFR4UpJSUFERIRs9avqlrMNFaVSCSsrK9nbIdIHky0iohImIiICo0aNkr2dBQsWyN6Gv78/3N3dZW+HSB9MtoiIShilUgl/f39jh2EQSqXS2CEQFYjJFhFRCWNlZcXeIKJCVCwmyD98+BBTp05FnTp1YGtrizJlysDT0xNLly5FUlKSXnXHx8djx44dGDVqFBo3bgxHR0coFAqUK1cObdq0wdKlSxEXF2eYGyEiIqJiRxBFUTR2EPoIDAzE4MGD8erVqzzPu7u74/Dhw6hRo4bWdR85cgQ9e/ZEampqvuVcXFzw66+/wtfXV+s24uPj4eDggFevXsHe3l7r64lMwe3btzFq1CjOryGiYkOb398m3bN19epV9OvXD69evULp0qWxcOFCnD9/HidOnJAmf96+fRtdunRBYmKi1vW/ePECqampMDMzw/vvv48VK1bg5MmT+Pvvv3Hw4EH0798fABAdHY0PP/wQ//zzjyFvj4iIiIoBk56zNWnSJCQlJcHCwgJ//PEHvLy8pHNt27ZFrVq1MG3aNNy6dQvLly/H7Nmztaq/VKlSGD16NGbMmIGqVavmOOfh4YGuXbuiZcuWmDBhApKSkjBlyhScOHHCIPdGRERExYPJDiOGhITA09MTADB69Gj8/PPPucpkZmaiXr16CA8Ph5OTE6Kjo1GqVCmDx9KsWTOEhobCzMwMz549Q9myZTW+lsOIVBJwGJGIipsSMYy4f/9+6XjkyJF5ljEzM8OwYcMAALGxsTh9+rQssbRp0wZAVnL34MEDWdogIiIi02SyydbZs2cBALa2tmjSpInacj4+PtJxcHCwLLFkn0BvZmaybykRERHJwGQzg/DwcABAzZo1YWGhfupZ7dq1c11jaEFBQQAACwsL1KxZU5Y2iIiIyDSZ5AT5lJQUxMTEAACqVKmSb1knJyfY2tri9evXePTokcFjCQwMRFhYGADg/fffL3DcNjU1NUdPWHx8vMFjIiIioqLDJHu2EhISpOPSpUsXWN7W1hYAdFr+IT8vX77EuHHjAADm5ub4+uuvC7xm0aJFcHBwkF6urq4GjYmIiIiKFpNMtlJSUqRjhUJRYHlLS0sAQHJyssFiyMjIwODBg6Vd7WfNmgUPD48Cr/Pz88OrV6+klxy9bURERFR0mOQwopWVlXSclpZWYHnVsJ21tbXBYhg7diyOHj0KAOjSpQu++uorja6ztLSUkj8iIiIq/kyyZ8vOzk461mRo8PXr1wA0G3LUhJ+fH9atWwcA8Pb2xm+//QZzc3OD1E1ERETFi0kmW1ZWVnB2dgYAPH78ON+ysbGxUrJliPlRS5YsweLFiwEAjRs3xu+//27QHjMiIiIqXkwy2QKAOnXqAADu3r2L9PR0teVu3bqV6xpdrV69Gl9++aVU17Fjx+Dg4KBXnURERFS8mWyy5e3tDSBriPDy5ctqy6nWwAKAli1b6tzeli1bMH78eABAjRo1cPz4cal3jYiIiEgdk5wgDwA9evTAokWLAAABAQFo3rx5rjKZmZnYvHkzAMDR0RG+vr46tbV3716MHDkSoiiiSpUqOHHiBCpVqqR78ERFTEpKivRkrRxUdcvZhopSqczxEA0RkbGZbLLl6emJVq1a4ezZs9iwYQOGDx8OLy+vHGWWLVsmrRo/ceLEXJtQb9q0SdpXcc6cOZg7d26udv744w8MHDgQGRkZKF++PI4fP45q1arJck9ExhIREYFRo0bJ3s6CBQtkb4ObXRNRUWOyyRYArFy5Ei1btkRycjI6duyIGTNmwNfXF8nJydixY4f0xKCbmxumTJmidf0XL15Ez549kZaWhlKlSmHFihV48+YNrl+/rvaaKlWqwNHRUddbIjIKpVIJf39/Y4dhEEql0tghEBHlYNLJloeHB3bu3IkhQ4YgPj4eM2bMyFXGzc0NgYGBOZaL0NTRo0eRlJQEAHjz5g0GDx5c4DUBAQEYMWKE1m0RGZOVlRV7g4iIZGKyE+RVunbtirCwMHz++edwc3ODjY0NHB0d0bRpUyxZsgRXrlzh5tBERERkNIIoiqKxgyjJ4uPj4eDggFevXhW4iTUREREVDdr8/jb5ni0iIiKioozJFhEREZGMmGwRERERyYjJFhEREZGMmGwRERERyYjJFhEREZGMmGwRERERyYjJFhEREZGMmGwRERERyYjJFhEREZGMmGwRERERyYjJFhEREZGMmGwRERERycjC2AEQUfGWkZGBsLAwvHjxAmXLlkWDBg1gbm5u7LCIiAoNky0ikk1QUBBWrVqFp0+fSl+rUKECxo0bBx8fHyNGRkRUeDiMSESyCAoKwuzZs1GjRg2sWbMGR48exZo1a1CjRg3Mnj0bQUFBxg6RiKhQCKIoisYOoiSLj4+Hg4MDXr16BXt7e2OHQ2QQGRkZGDhwIGrUqIFvvvkGZmb/93ddZmYmZsyYgQcPHmD79u0cUixmOGxMJYU2v785jEhEBhcWFoanT59izpw5ORItADAzM8OQIUMwduxYhIWFwcPDw0hRkqFx2JgobxxGJCKDe/HiBQCgevXqeZ6vUaNGjnJk+jhsTKQeky0iMriyZcsCAB48eJDn+fv37+coR6YtIyMDq1atgpeXF7755hvUrVsXNjY2qFu3Lr755ht4eXlh9erVyMjIMHaoREbBZIuIDK5BgwaoUKECtmzZgszMzBznMjMzsXXrVlSsWBENGjQwUoRkSKph46FDh6odNn7y5AnCwsKMFCGRcTHZIiKDMzc3x7hx43DhwgXMmDED169fR1JSEq5fv44ZM2bgwoULGDt2LCdOFxMcNibKHyfIE5EsfHx8MH/+fKxatQpjx46Vvl6xYkXMnz+fE6aLkezDxnXr1s11nsPGVNIx2SIi2fj4+MDb25tLARRz2YeN81rqg8PGVNJxGJGIZGVubg4PDw+0b98eHh4eTLSKIQ4bE+WPi5oaGRc1JaLiIq91tipWrIixY8dy2JiKHW1+fzPZMjImW0RUnHAFeSopuII8EREZhWrYmIj+D+dsEREREcmIyRYRERGRjJhsEREREcmIyRYRERGRjJhsEREREcmIyRYRERGRjJhsEREREcmIyRYRERGRjJhsEREREcmIK8gbmWq3pPj4eCNHQkRERJpS/d7WZNdDJltGlpCQAABwdXU1ciRERESkrYSEBDg4OORbhhtRG1lmZiaioqJgZ2cHQRCMHU6hiY+Ph6urKx49esQNuEsAfr9LFn6/S5aS+v0WRREJCQmoVKkSzMzyn5XFni0jMzMzQ5UqVYwdhtHY29uXqP85Szp+v0sWfr9LlpL4/S6oR0uFE+SJiIiIZMRki4iIiEhGTLbIKCwtLTFnzhxYWloaOxQqBPx+lyz8fpcs/H4XjBPkiYiIiGTEni0iIiIiGTHZIiIiIpIRky0iIiIiGTHZIiIq4UaMGAFBEFCtWjVjh0JULDHZMrLMzEzs378fY8aMQcOGDeHi4gKFQgF7e3vUqFED3bt3x+LFi/Hvv/8aO1STdvr0aQiCkOfL2toaVapUQadOnbB69WokJibmWUfnzp0hCALMzc0RFxeXb3s9e/aU6h82bFi+ZaOjo6WyPXr00PEO9VfQe+Tq6ooPP/wQ69evR0pKSoH1vX79Ghs3bkT//v3h5uYGJycnKBQKlC9fHl5eXpg8eTIuXryocXzJyclwcHCQYpo/f74+t1ukGPq9L2rkuL+S/vn677//1L6n2ryye/nyJZYtW4b27dujQoUKsLS0hIODA2rVqgVvb29MmjQJ+/fvx4sXL/KMqU2bNlK95ubmuHHjhsb3MHfu3DzLaHs/jRo10uXtlJ9IRhMYGCjWrl1bBKDRy8fHRzx37pyxwzZJp06d0vh9ViqV4j///JOrjkWLFkllDh06lG97zs7OOerLz2+//SaVXbZsmT63qRdt3iN3d3fx9u3bauvy9/cXXVxcNKqrWbNmGn2ut23bluO6mjVrGvL2jcqQ770uhg8frtFnVVeGvj9+vkTxwYMHGr+n+b1Ufv/99xw/t/J7NW/ePM+YfHx8cpTr06ePxvcwZ86cPMtoez8NGzbU9S2VFbfrMZIlS5bAz89P2i28ZcuW6Nq1Kzw8PFC2bFmkpKQgOjoa586dQ2BgIG7fvo2goCDMnz8fR48eNXL0pm3MmDEYO3as9O+YmBjcvn0by5cvx7///ouIiAh06tQJt2/fhp2dnVSudevW0vHZs2fx4Ycf5ll/eHg4YmJipL8aIyIi8OjRI7WbjZ89ezbPNozp7fcoKSkJ//zzD77//nuEh4fj9u3b+OCDD3Djxg1YW1tL5TIzMzF+/HisWbMGQNZ2VN26dUOXLl1Qs2ZN2Nvb4/nz57h27RoOHDiA4OBghISE4Ntvv8X+/fvzjWnz5s0AgNKlSyMxMRF3797F+fPn0aJFC8O/AUak63tvKvS5P36+/k/lypVx7do1tefff/99REVFoVKlSjh27Fi+dZ07dw49e/bEmzdvYG5ujoEDB6Jr166oXr06zM3NER0djb///htHjx7F+fPnNY5xz549uHr1Kho2bKjxNeo0bdoUAQEBBZYrsv9PGDvbK4l++eUXKQt3dnYWjx07lm/5zMxM8cCBA+K7774rvv/++4UUZfGS/S9rdX9Bpaamim3btpXKLV26NMf5tLQ00cbGRgQgvvfee2rbWrt2rQhArFevnli3bl0RgLh161a15Rs1aiQCEO3s7MT09HSd7s8QNHmPkpKSRE9PT6ncjz/+mOP8vHnzpHPvvPNOnj2E2Z09e1b08PAQu3fvnm+5qKgo0dzcXAQgfvvtt2LZsmVFAOLo0aO1ucUiyxDvvT4Ks2dLn/vj50tzSqVS4++p6n03NzcX//zzz3zL/vfff+KGDRvyPKfq2bK3txcVCoUIQOzWrZvaurTp2fLx8SnwPooyztkqZJGRkfj0008BALa2tjhz5gw6duyY7zWCIKBbt264fPkyPvroo8IIs0RSKBQ55g38+eefOc6XKlUKzZs3BwBcvnwZSUlJedaj6qlq1aoVvL29c3ztbfHx8QgLCwMAtGjRAubm5nrdg9ysra2xcOFC6d9HjhyRjv/++29pnkuFChUQHBxc4F+03t7eOH/+PAYNGpRvua1btyIjIwPm5uYYOnQo+vXrBwDYtWsXUlNTdb0dk5Lfe18cFHR//HzJIyoqCpcuXQKQNde0ffv2+ZZXKpX43//+l28ZJycnfPzxxwCAgwcPIjQ01DDBmjAmW4Vs+fLlSE5OBgAsWLAAderU0fhaKysr9O3bN89zr1+/xs6dO/Hxxx+jUaNGcHBwQKlSpVCuXDn4+Phg6dKlaid+AzknKm7atCnfOKpVqwZBEDBixIg8z8fFxWHhwoXw8vKCk5OTFMe7776Lnj17Ys2aNXj27Fme1548eRIDBw5E9erVYW1tDRsbG1SrVg3vvfcepk6dipMnT+Ybm74aN24sHT969CjXedUw35s3b9ROvlUlVt7e3lKydebMmTzLnjt3DpmZmTnqLuree+896TgiIkI6XrRoETIyMgAAP/74IypUqKBRfVZWVtIvN3W2bNkCAGjXrh0qVKiAIUOGAABiY2Nx6NAhreI3ZereewBITEzE4sWL4eXlhTJlysDS0hJVqlRBnz598Pvvv+vU3g8//CD9XPjrr78KLN+7d28IggBHR0fp55w28rs/fr7k8fDhQ+m4Zs2aBqt35syZsLKyAgDMnj3bYPWaLGN3rZUkmZmZ0gTE0qVLi/Hx8Qar++2JiXm9qlevLoaHh+d5ffbu3ICAgHzbUnVPDx8+PNe5mzdvipUqVSowlryGCD7//PMCrytbtqwub49GwxiiKIrJyclSuQYNGuQ6f+LECen83Llzc51/+PChdP7hw4c53tfnz5/nKv/ll19K58+ePavTvRmKLu9R7dq1RVEUxbi4OGkYpmrVqmJGRobB4vr777+l9jZv3ix9vUaNGiIAsWvXrgZry1j0ee9FMes9Kuj/u169eonJycl51qtuGPHly5eilZWVRkNqz58/l4aO3i6r7/3x86U9TYcRL1++LN1/QcOtBVH9HlK1OXHiRKnu8+fP5yrPYUSSxY0bNxATEwMga4gp++RrfaWnp6N+/fqYOXMm9u3bh7/++gsXL17Ezp07MWDAAJiZmeHBgwfo0aOHrI+ODx06FFFRUShVqhTGjh2LQ4cOISQkBH/99Rf27dsHPz8/uLm55bru999/x4oVKwAADRo0wJo1a3D69GlcuXIFp0+fxs8//4zevXvLvtHpzZs3peO81hzy8vJCqVKlAOTdW6Xq1apatSpcXV1RrVo1VKlSJce5vMpbWVnB09NT7/gLg2rYEwAqVaoEAAgODpZ6HTp37gwzM8P9aPnll18AADY2NujZs6f09cGDBwMAjh49iufPnxusvaIsr/c+MjIS7dq1Q1RUFARBwMiRI3Hs2DGEhoZi8+bN0lDb3r17MXz4cK3ac3Jykt7zHTt25NtbtW3bNqSlpQFAgcNM6uR1fwA/X3KqU6eO1AN18OBBbNu2zWB1+/n5wcbGBgDw1VdfGaxek2TsbK8kyf5o8cyZMw1a97///pvv+T///FM0MzMTAYjr16/Pdd4QPVv37t3TaPJuZmam+PLlyxxfGzp0qPQXUUJCgtprX7x4kW9s6mj6l/XAgQPz/Cs3Oy8vLxGAaGNjI6alpeU49+mnn4oAxMGDB0tf69+/vwhA/Pzzz3OUTU5OFi0tLYvMX22avkfdu3eXys2fP18URVFcuHCh9LV169YZLKY3b96I5cuXFwGIgwYNynHu9u3bUpsrV640WJvGoM9736dPH+lref2/nZKSIvr6+kplDh8+nKtMfhPkT548KV27bds2tbE1bNhQBLIeDDHk/YkiP1+60GaC/Pjx43P0gtapU0ecOnWquHv3bvHRo0cat/l2z5YoiuIXX3wh1RsUFJSjvDY9W02bNhWvXbtW4Cs2NlbjeAsTe7YKkapXCwDKlSuXb9kbN27g+vXreb5ev36dq3ytWrXyra99+/bo1q0bABT4CLSunj59Kh3nN/9IEAQ4OTnleW3jxo1RunRptdeWKVNGzyhze/HiBYKDg9G5c2f8+uuvALJ6sAYMGJBnedW9JSUl4fLlyznOZZ8cr6Ju3talS5ekybdFfb5WcnIyLly4gG7duuHAgQMAAHt7e+lhj+yfbRcXF4O1e/ToUWl+n2oejYqbmxuaNWsG4P8e2y+O8nvvnzx5gn379gHIetQ/rwdoLC0tsXHjRlhYZK3089NPP2nVfps2baS5POoevf/7779x9epVANr3ahX02QL4+ZLbt99+i06dOkn/Dg8Px9KlS9GnTx+4urpKk+JPnz6tdd3Tpk2Tfqbr07sVGhqK+vXrF/iS6/ebvphsFaKEhATpOL+EAgAaNmyo9sMUEhJSYFvPnz/HnTt3ciRpqgRP9UPR0CpWrCgdFzTJXt21Z86cwb179wwZVi7z5s3LseKws7MzWrVqhSNHjsDCwgJDhgzB0aNHpeHCt7293pbKy5cvpWFIVYKV/fiff/7J8RnInnz5+PgY5uYM5O33yMbGBi1atJAmC9vb22PPnj3SZyr7fdna2hosDtUvufLly6NDhw65zqt+QV6+fBnh4eEGa9eYtHnvT506JQ2v5fekcrVq1aT37/Tp09I1mhAEQUqgTpw4kWNCtYoqCStVqlSupEWf+1Ph50te1tbWCAwMxPbt2+Hl5ZXr/MOHDxEQEABfX1988MEHWg2rOjs7Y8KECQCyfuYdP37cYHGbEiZbhSj7HK28eqf0de7cOfTv3x9ly5ZF+fLl4ebmliNJ8/f3B5Dzr0RDql69utSjs2LFCtStWxezZ8/GyZMn1S6ToKLa0ubFixeoV68eBgwYgICAANy9e1eWWNVxc3PDtGnTYG9vr7ZMy5YtpTkj2ROm4OBgiKKIMmXK4N1335W+3qBBAzg4OCAjIyPHgoCqRK1UqVJ5/oArilxdXfHZZ5/h2rVrOR4Rl+OzHRcXh4MHDwIABgwYIPXMZJf968W99yGv9/769evSedWyJOqoziclJeH+/ftatT1y5EhYWFhAFEVpjpNKamoqtm/fDgDo2rVrgb326qj7bAH8fBUGQRAwcOBAnD9/Hk+fPsXu3bvh5+eHDh065Fgo9NixY/D19c336fa3TZ06FQ4ODgB0793y8fGBKIoFvtQ9JW9sTLYKUdmyZaXjgv4ySE9Pz/EBmjNnTr7l586dC29vb+zatQsvX77Mt6wuj2Rr6tdff5USh5s3b+Lrr79Gu3bt4OjoCB8fH/z88895TtBv164dfvrpJ1hbWyMlJQU7d+7E//73P9SqVQtVqlTBp59+arAeuTFjxuDatWu4du0arly5gsDAQIwePRqlSpXCzZs30aZNG9y+fVvt9Q4ODmjQoAGArARX/P+7AKiSp5YtW+bYc8zMzEx6T1RlMjIycOHCBQBAkyZNpEmkRUX29+jatWu4c+cOXr58iYcPH+KHH35A1apVc5R3dnaWjqOjow0Sw86dO6VhVnW9Jdl7JLZu3Soto2HKtHnvs/+/XtDwWvalEgr6GZHXtV26dAGQ1Wut+swDwIEDB6T6NFkHUNvPFsDPV2FzcXFB79698c033+CPP/7As2fPsHTpUmki/Y0bN/D9999rXJ+TkxM+//xzAMDFixeL3RpxmmCyVYiyL8D3999/G6zeEydOYN68eQCAGjVqYPXq1QgLC0NcXFyOpK0wngapXLkyzp8/j+PHj2Ps2LGoW7cuBEHAmzdvcObMGYwZMwb16tXLc2PtcePG4b///sOKFSvQuXNn6S+hyMhIrF27Fh4eHpg1a5beMZYvXx716tVDvXr10KhRI3Tu3Bk///wz9u3bBzMzM7x8+RKDBg3Kd6hFNZQYGxsrbZmR13wtlbfnbV25ckUaGimK87Wyv0f16tVDzZo1c82zy06Oz3b2ngRPT0+1G8+qfnA/fvwYp06dMkjbxqTte6+p7AmSLlSLVN6/fz9Hj65qCLFSpUp4//33C6xHl/vj58u4SpcujSlTpuRIsH777Tet6vj888+l73NJXHeLyVYhqlu3rtS7dfbsWYN1h6uGBx0dHXHhwgWMGTMG9evXh4ODQ44VyWNjY9XWkf1R6oL+etMk7nbt2mHVqlW4fv06nj9/jh07dqBt27YAgHv37qF///55Xle+fHlMmjQJgYGBePnyJS5fvoyZM2fC0dERoihi4cKF0iRaQ+vSpYs0Kffvv//Od97Z2/O2kpKSpF8C2edrqai+ppoUXxT3Q9SHt7e39Fk7cuSI3j0Aqn3ptFXch3relv2BkYJ6fLKf1+VBk06dOqFy5coA/i/BioyMlHZaGD58uGw7IPDzVTSohpMBaD3Fw97eHlOnTgWQNdldrp/jRRWTrUIkCII0NykhIUHrSeTq3LhxAwDQtm1blC9fXm25/LZMyD4nIr+k7MWLF1rP+Spbtiz69++PEydOSE9E/vPPP7hz506+15mZmaFx48ZYsGABTpw4IX19165dWrWvjTlz5kgTcOfNmyetG/S27AnSmTNncOHCBbx58wbW1tZo0qRJrvKenp5QKBRITU3FpUuXpGTLzMwsz+TM1Dg4OEhrFEVEROj9RFD2X2pr1qzBr7/+mu/rgw8+AJC1lpQc8yGLqnr16knHBa3wrtqSxcbGBtWrV9e6LXNzc2k+zO7du5GYmIhffvlF6gEeOXKk1nVqip+vokGhUEgdBrqsdTZhwgRpSHjOnDl697aalEJdaILER48eidbW1iKQtVnnnTt3NLpuzpw50nojp06dynGudu3aIgDxgw8+UHv9lStXcqyjkhdHR0cRgDhgwAC19fz4449SHXmtIF+QlStX5ruicH6cnJxEAGLHjh21blfTdX5EURQnT56s0Zo+qve9YsWK0vcnv/Wy3nvvPRGAuGDBArFcuXIiALFRo0Za34tctHmP8hIaGiqt5VapUiUxOjpao+tSUlLEnTt3Sv/OzMwUq1evrnbNprwcOnSowPXRijJd3/vIyEhpZfX8NqmPiIgQS5UqJQIQO3funOu8phtR379/XxQEQVrTq1atWiIAsXXr1vlep+9nSxT5+dKWputsZWZmalznw4cPpe9//fr1c53Pa52tt3333XfSe5n9mCvIk0FVqVIFq1atApC1CXGrVq00Wrskv94m1RpbwcHBeT5l9Pz58wIfxwb+r7fmwIEDeS6/EB4enu9Y+z///IN//vlH7XlRFKXHfgVByLFC+86dO/OduB8aGiq9B7r8Va6NL774QpoIunjxYrVzt1Tv15MnT6S91fKar6Wi6sHauHGj9IBEcRhCVGnSpIk0py4qKgre3t7SfDZ1Lly4gBYtWkhPswFZw7IPHjwAAPTp00ejtjt27Cg9QVqShnoqVaok9fgcO3YMGzduzFUmLS0N//vf//DmzRsAwPjx43Vur3r16mjXrh0AYNasWVLvtK4rxmuDny953Lx5Ex07dlS7f6tKSkoKPvnkE6k3qnv37jq1N27cOOlhjSVLluhUhynK/awryW7kyJGIjIzE7Nmz8fTpU/j6+qJ169bo1q0bGjRogLJly0IURTx79gxXr17Fvn37pCEAADkewwWylk04dOgQEhMT4ePjg+nTp6NJkyYQRRHnz5/H8uXL8fTpU3h5eUlPwOVl7NixOHjwIJKTk9GmTRvMnTsXHh4eSExMxPHjx7Fy5UqUL18eFhYWeT5N+c8//2DkyJFo1qwZunbtisaNG6NChQp48+YNHjx4gICAAGl+R/fu3XOsyzV9+nR8+umn6N69O1q3bg03NzfY2tpKC47++OOPALKGMkaNGqXX+1+QChUq4KOPPsKqVatw//59bN++HUOHDs1VrnXr1li3bh0ASElufkOC3t7eWLp0aY6EuDglW0DW0MDTp0+xbt063LlzB40aNUKPHj3QpUsX1KxZE3Z2dnj+/DmuX7+OgwcPIigoCEDWY/8q2ZcW6N27t0btKhQKfPjhh9i+fTtOnjyJyMhIaX5RcbdixQqcOHECsbGx+Pjjj3Hu3DkMGDAAZcqUwa1bt7B06VLpj6B+/frlWLxSFx9//DGOHz8uLURsZ2eHvn376nsbGuHny/BEUcSff/6JP//8EzVr1kT37t3RvHlzVKlSBTY2NoiJicGlS5fg7+8vJalVq1aV5l9py9raGl9++SUmTZqk1ZSU169f51jqJD/vvvuuQbd0Mgij9quVcAcPHpS64TV5tWzZUgwODs6zrpEjR6q9ztzcXPz+++9zDEWqM2HCBLX1uLq6ijdu3FC7XU9AQIBG9+Ht7Z1r2x1Vnfm9rKysxF9++UWn91rbYYyHDx9Km+rWrl07z41vs286rXqf89tcPCYmRuqCV72ePXum0/3IwRBDPSpr1qyRhkoLerVo0UK8dOmSKIqimJSUJNrb24sARHd3d63a3Lt3r1Tn4sWL9Yq/sOn73su1EXVeUlNTRWdnZ6neUaNGFXiNIT9bosjPlyY0HUa8f/++NEVDk1fTpk3Fe/fu5VmXJsOIopi1VVnlypVz1FvQMKI2r6K4ZU8RS/1Klq5duyI8PBx79+7FJ598gvr166NcuXKwsLCAnZ0dlEolOnfujLlz5+LGjRsIDg5Gy5Yt86xr48aN2LJli7TBtaWlJZRKJYYOHYrz589j4sSJGsW0cuVKbN++Ha1bt4a9vT2sra3h7u6OL7/8EleuXMmxWOfbBg0ahFOnTmHGjBlo1aoVqlevDhsbGygUClSpUgXdunXD9u3bERQUlOtpqDNnzmD9+vXo379/jvfB3t4ejRs3xhdffIGbN29KDxjIzdXVVdq099atW9izZ0+eZbIPhTZo0CDfzcXLli2L2rVrS/+uXbu2zgtAFnWffvop7t+/D39/f/Tp0wfvvPMO7O3tUapUKZQrVw7vvfceJk+ejEuXLuHcuXPStij79+9HfHw8AM17HVQ++OAD6eEG1bBuSeHh4YHbt29j0aJFaN68ORwdHaFQKFCpUiX06tULBw8exJ49e6ThcX0oFIocPVmFMYT4Nn6+DKd69eqIjo7G8ePHMWPGDLRv3x5Vq1aFtbU1LCws4OjoiPr162P48OE4ePAg/vrrL9SoUUOvNq2srDBz5kwD3YFpEESxJD0OQERE+mrVqhWCg4NRp04daYsqIlKPPVtERKSxf//9F8HBwQA0WzGeiJhsERGRFpYuXQogayhINdRORPnj04hERKRWcnIyIiMjkZSUhEOHDmHDhg0Asp5KzL5nIRGpxzlbRESk1unTp+Hr65vja1WqVMHVq1d12vaHqCTiMCIRERVIEARUqlQJQ4YMwblz55hoEWmBPVtEREREMmLPFhEREZGMmGwRERERyYjJFhEREZGMmGwRERERyYjJFhEREZGMmGwRERERyYjJFhEREZGMmGwRERERyYjJFhEREZGM/h+Peyi13ttNUwAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"sns.boxplot(data=[grw_parameters[:,1], pca_parameters[:,1], kpca_parameters[:,1], tsne_parameters[:,1]])\n",
"plt.xticks([0,1,2,3],['Gauss RW', 'PCA', 'PolyPCA', 'TSNE'])\n",
"plt.ylabel('MSD Exponent')"
]
},
{
"cell_type": "markdown",
"id": "ae236fe1",
"metadata": {
"heading_collapsed": true
},
"source": [
"# END"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f3b5ed0b",
"metadata": {
"hidden": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "tfnb",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
|